2025-06-25 05:15:45,652 - ERROR - Error fetching S&P 500 stocks from datahub.io: 'Name'
Processing 100 crypto instruments... 
2025-06-25 05:15:51,013 - ERROR - TAO-USD: Period 'max' is invalid, must be of the format 1d, 5d, etc.
2025-06-25 05:15:59,636 - ERROR - $CLBTC-USD: possibly delisted; no timezone found
✓ 96 updated, 4 failed
Processing 29 futures instruments... ✓ 29 updated, 0 failed
Processing 62 stock instruments... ✓ 62 updated, 0 failed
Processing 8 currency instruments... ✓ 8 updated, 0 failed
Processing 22 indices instruments... 
2025-06-25 05:16:30,061 - ERROR - $IMOEX.ME: possibly delisted; no price data found  (1d 2024-06-15 -> 2025-06-25)
✓ 21 updated, 1 failed

================================================================================
MASTER FINANCIAL DATA UPDATE COMPLETE
================================================================================
File location: C:\Users\Chris\BTC_price_history\Master file\master_financial_data.csv
Total records: 1,221,347
Successful downloads: 216
Failed downloads: 5
Date range: 1927-12-30 to 2025-06-25

Summary by Asset Type:
--------------------------------------------------
Crypto: 102 instruments, 2014-09-17 to 2025-06-25
Futures: 29 instruments, 1997-10-29 to 2025-06-24
Stock: 62 instruments, 1962-01-02 to 2025-06-24
Currency: 8 instruments, 1971-01-04 to 2025-06-24
Indices: 22 instruments, 1927-12-30 to 2025-06-24

Sample Latest Prices:
------------------------------
Crypto:
  BTC-USD: $105577.77
  ETH-USD: $2421.82
  SOL-USD: $144.85
Futures:
  ES=F: $6143.25
  GC=F: $3317.40
  CL=F: $64.37
Stock:
  AAPL: $200.30
  MSFT: $490.11
  TSLA: $340.47
Currency:
  EURUSD=X: 1.1599
  USDJPY=X: 145.9280
  DX-Y.NYB: 97.8600
Indices:
  ^GSPC: $6092.18
  ^DJI: $43089.02
  ^IXIC: $19912.53
================================================================================

Master data loaded successfully with 1,221,347 records
You can now use this data for your analysis!
Data is available as 'df' variable for your existing functions.
Enhanced Multi-Asset Analysis with Traditional Round Half Up Forward Returns
================================================================================
🔮 FORWARD RETURNS FEATURES:
• Traditional round half up (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
• Optional round-to-half precision (5.25% → 5.5%, 5.1% → 5.0%)
• Optional round-to-quarter precision (5.13% → 5.25%, 5.37% → 5.25%)
• Cycle year filtering (4-year market cycles)
• Seasonal analysis (quarter filtering)
• Custom analysis function: run_custom_forward_analysis()
• Clear confidence levels and insights
• 🆕 Historical pattern matching indicators on charts (90-day ROC)
• 💱 Currency pairs support (EURUSD, USDJPY, DXY, etc.)
• 📊 Indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
Found master dataset with 1,221,347 rows and 223 symbols
Starting automatic analysis with round-to-nearest forward returns...
📊 Will display ALL available charts per section per asset class (up to 15)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale
🔮 FORWARD RETURNS: Traditional round half up ROC matching
🎯 NEW: Green vertical lines show historical 90-day ROC matches in chart period
💱 NEW: Currency pairs support with proper formatting
📊 NEW: Global indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
🔬 COMPREHENSIVE MULTI-ASSET REGRESSION ANALYSIS WITH FORWARD RETURNS
================================================================================
Analyzing trend quality, growth rates, valuation, and predictive analytics...
Analyzing instruments by asset type...
  crypto: 102 instruments
  currency: 8 instruments
  futures: 29 instruments
  indices: 22 instruments
  stock: 62 instruments

Processing 102 crypto instruments...
  Progress: 25/102 crypto instruments processed
  Progress: 50/102 crypto instruments processed
  Progress: 75/102 crypto instruments processed
  Progress: 100/102 crypto instruments processed

Processing 29 futures instruments...
  Progress: 25/29 futures instruments processed

Processing 62 stock instruments...
  Progress: 25/62 stock instruments processed
  Progress: 50/62 stock instruments processed

Processing 8 currency instruments...

Processing 22 indices instruments...

Analysis complete: 217/223 instruments analyzed successfully

========================================================================================================================
🔥 TOP 15 CRYPTO INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    FTN-USD         0.989422 750 d       135.8%   $4.44           🟢 UNDER        -11.4%
2    PAXG-USD        0.948366 750 d        35.0%   $3.4K           🟡 FAIR           4.1%
3    TRX-USD         0.947307 1000d        87.5%   $0.273054       🟡 FAIR           0.6%
4    XAUT-USD        0.946634 750 d        33.9%   $3.4K           🟡 FAIR           4.1%
5    APT-USD         0.940897 500 d       -83.9%   $0.000131       🔴 OVER          41.0%
6    BTC-USD         0.935857 1000d       103.3%   $105.6K         🟢 UNDER        -11.6%
7    TBTC-USD        0.932135 1000d       103.4%   $102.8K         🟢 UNDER        -12.8%
8    WBT-USD         0.931786 750 d       199.8%   $47.91          🔴 OVER          37.6%
9    WAL-USD         0.927294 1000d       -95.6%   $0.000088       🔴 OVER         223.3%
10   SYRUP-USD       0.920553 90  d    215686.8%   $0.598928       🟡 FAIR          -1.9%
11   GT-USD          0.911965 30  d       -97.6%   $16.71          🟡 FAIR           7.2%
12   POL-USD         0.910925 500 d       -64.0%   $0.008241       🟡 FAIR           6.3%
13   TIA-USD         0.905014 30  d       -99.9%   $1.59           🟡 FAIR           5.4%
14   LEO-USD         0.890784 750 d        74.4%   $9.13           🟢 UNDER        -10.9%
15   BGB-USD         0.889489 1000d       246.7%   $4.21           🟢 UNDER        -10.3%

📊 DISPLAYING ALL 15 CRYPTO TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: FTN-USD (R² = 0.9894)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.44 ($4.52,+2% - $5.56,+25%)
   +30d (1m): $5.38,+21.1% ($4.85,+9% - $5.97,+34%)
   +60d (2m): $5.78,+30.0% ($5.21,+17% - $6.41,+44%)
   +90d (3m): $6.20,+39.4% ($5.59,+26% - $6.87,+55%)
   +180d (6m): $7.66,+72.3% ($6.90,+55% - $8.49,+91%)
   +365d (1y): $11.83,+166.1% ($10.66,+140% - $13.12,+195%)
   +EOY (189d): $7.82,+76.0% ($7.05,+59% - $8.68,+95%)
   End-of-year outlook: 📈 Bullish Trend (+76.0%)
   Confidence: 98.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 27 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 189 days | EOY Target: $7.82 (+76.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.45%
Rounded target for matching: 0%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       73.5%      3.80%      3.31%      4.18%        2.11%        4.51%     -8.52%     11.03%
 14 days       49       87.8%      5.93%      4.76%      4.80%        3.39%        6.14%     -9.22%     12.02%
 30 days       49       93.9%      9.30%     10.24%      6.67%        8.32%       12.16%     -1.55%     26.17%
 90 days       48      100.0%     29.73%     27.73%     11.17%       24.49%       30.98%      3.48%     48.76%
180 days       48      100.0%     62.55%     62.58%      7.92%       60.28%       64.88%     42.16%     82.46%
365 days       32      100.0%    152.27%    145.26%     17.57%      138.92%      151.59%    105.03%    168.45%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.41%
Rounded target for matching: 10%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       92.6%      1.35%      1.80%      2.51%        0.80%        2.79%     -6.46%      7.38%
 14 days       27       96.3%      2.37%      3.53%      2.71%        2.46%        4.60%     -1.47%      9.84%
 30 days       27       96.3%      4.08%      7.68%      6.57%        5.09%       10.28%     -1.26%     24.09%
 90 days       10      100.0%     38.23%     40.12%      6.92%       35.17%       45.07%     29.63%     50.28%
180 days       10      100.0%     60.90%     62.76%      5.55%       58.79%       66.73%     56.73%     76.41%
365 days        3      100.0%    159.54%    159.21%      0.53%      157.90%      160.52%    158.47%    159.63%


========================================================================================================================

Chart 2: PAXG-USD (R² = 0.9484)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.4K ($3.0K,-12% - $3.5K,+4%)
   +30d (1m): $3.3K,-1.6% ($3.1K,-9% - $3.6K,+7%)
   +60d (2m): $3.4K,+0.9% ($3.1K,-7% - $3.7K,+9%)
   +90d (3m): $3.5K,+3.4% ($3.2K,-5% - $3.8K,+12%)
   +180d (6m): $3.8K,+11.4% ($3.5K,+3% - $4.1K,+21%)
   +365d (1y): $4.4K,+29.7% ($4.0K,+19% - $4.7K,+41%)
   +EOY (189d): $3.8K,+12.2% ($3.5K,+3% - $4.1K,+22%)
   End-of-year outlook: 📈 Bullish Trend (+12.2%)
   Confidence: 94.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 26 periods in chart (90d ROC≈11%)
   📅 Days until EOY 2025: 189 days | EOY Target: $3.8K (+12.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.27%
Rounded target for matching: 0%
Similar historical periods found: 196
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      196       50.0%     -0.00%     -0.00%      2.01%       -0.28%        0.28%     -5.31%      5.75%
 14 days      196       47.4%     -0.23%      0.27%      2.82%       -0.13%        0.67%     -5.98%      7.65%
 30 days      196       50.0%      0.00%      0.59%      4.16%        0.00%        1.18%     -8.11%     11.77%
 90 days      193       67.4%      4.27%      4.55%      7.63%        3.47%        5.63%     -9.66%     20.45%
180 days      187       69.0%      6.54%      7.78%     11.52%        6.11%        9.44%    -16.17%     32.67%
365 days      177       71.2%     14.11%     15.89%     18.44%       13.16%       18.63%    -10.07%     48.60%


========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.34%
Rounded target for matching: 11%
Similar historical periods found: 62
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       62       46.8%     -0.26%     -0.06%      2.23%       -0.62%        0.51%     -8.00%      4.32%
 14 days       62       50.0%     -0.23%      0.07%      3.21%       -0.74%        0.88%     -7.98%      5.69%
 30 days       62       58.1%      0.76%      0.85%      4.13%       -0.20%        1.90%     -7.69%      8.01%
 90 days       58       67.2%      3.81%      3.68%      7.10%        1.81%        5.55%     -7.04%     16.01%
180 days       49       61.2%      7.35%      5.67%     11.76%        2.29%        9.05%    -14.28%     23.92%
365 days       41       68.3%      4.69%      7.65%     13.46%        3.41%       11.90%     -9.55%     45.22%


========================================================================================================================

Chart 3: TRX-USD (R² = 0.9473)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.273054 ($0.215515,-21% - $0.341753,+25%)
   +30d (1m): $0.285780,+4.7% ($0.226932,-17% - $0.359888,+32%)
   +60d (2m): $0.300931,+10.2% ($0.238953,-12% - $0.378985,+39%)
   +90d (3m): $0.316886,+16.1% ($0.251610,-8% - $0.399098,+46%)
   +180d (6m): $0.370009,+35.5% ($0.293743,+8% - $0.466075,+71%)
   +365d (1y): $0.508825,+86.3% ($0.403788,+48% - $0.641184,+135%)
   +EOY (189d): $0.375788,+37.6% ($0.298326,+9% - $0.473363,+73%)
   End-of-year outlook: 📈 Bullish Trend (+37.6%)
   Confidence: 94.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 19 periods in chart (90d ROC≈20%)
   📅 Days until EOY 2025: 189 days | EOY Target: $0.375788 (+37.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.97%
Rounded target for matching: 1%
Similar historical periods found: 68
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       68       48.5%     -0.24%     -0.54%      6.47%       -2.11%        1.02%    -28.76%     14.56%
 14 days       68       57.4%      1.31%      1.09%     11.40%       -1.67%        3.85%    -39.66%     39.68%
 30 days       68       61.8%      6.26%      6.54%     24.29%        0.66%       12.42%    -40.72%     89.90%
 90 days       67       62.7%     10.38%     26.49%     80.02%        6.97%       46.01%    -62.04%    351.89%
180 days       64       67.2%      6.34%     32.58%     81.43%       12.24%       52.92%    -60.70%    374.87%
365 days       63       77.8%     54.46%     62.54%     93.12%       39.09%       86.00%    -54.30%    437.35%


========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 20.14%
Rounded target for matching: 20%
Similar historical periods found: 30
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       60.0%      0.87%     -0.82%      7.94%       -3.78%        2.14%    -28.76%     23.44%
 14 days       30       56.7%      0.74%     -2.98%     12.66%       -7.71%        1.75%    -42.77%     25.78%
 30 days       30       60.0%      3.44%      3.02%     18.71%       -3.96%       10.01%    -38.36%     36.97%
 90 days       30       66.7%      8.99%      6.29%     30.89%       -5.24%       17.83%    -57.59%     69.35%
180 days       28       71.4%     29.89%     31.84%     86.62%       -1.75%       65.43%    -75.05%    436.60%
365 days       23       69.6%     77.43%     71.32%     92.33%       31.39%      111.25%    -50.28%    339.55%


========================================================================================================================

Chart 4: XAUT-USD (R² = 0.9466)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.4K ($3.0K,-11% - $3.5K,+4%)
   +30d (1m): $3.3K,-1.6% ($3.0K,-9% - $3.6K,+7%)
   +60d (2m): $3.4K,+0.8% ($3.1K,-7% - $3.7K,+9%)
   +90d (3m): $3.5K,+3.2% ($3.2K,-5% - $3.8K,+12%)
   +180d (6m): $3.7K,+11.0% ($3.4K,+2% - $4.0K,+20%)
   +365d (1y): $4.3K,+28.6% ($4.0K,+19% - $4.7K,+40%)
   +EOY (189d): $3.7K,+11.8% ($3.5K,+3% - $4.1K,+21%)
   End-of-year outlook: 📈 Bullish Trend (+11.8%)
   Confidence: 94.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 17 periods in chart (90d ROC≈11%)
   📅 Days until EOY 2025: 189 days | EOY Target: $3.7K (+11.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XAUT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.00%
Rounded target for matching: 0%
Similar historical periods found: 172
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      172       48.3%     -0.04%     -0.08%      1.73%       -0.34%        0.18%     -5.32%      5.67%
 14 days      172       49.4%     -0.08%      0.27%      2.68%       -0.13%        0.68%     -6.74%      6.90%
 30 days      172       49.4%     -0.09%      0.82%      4.11%        0.20%        1.44%     -7.76%     10.06%
 90 days      169       67.5%      4.95%      4.76%      7.73%        3.59%        5.94%    -11.28%     21.61%
180 days      162       73.5%      6.75%      7.18%     10.21%        5.59%        8.76%    -16.08%     30.67%
365 days      152       69.7%     12.11%     15.75%     18.25%       12.82%       18.68%    -10.15%     46.32%


========================================================================================================================
XAUT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.65%
Rounded target for matching: 11%
Similar historical periods found: 38
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       38       55.3%      0.09%      0.27%      2.16%       -0.44%        0.98%     -5.13%      4.48%
 14 days       38       52.6%      0.76%      0.37%      2.75%       -0.53%        1.28%     -6.96%      5.42%
 30 days       38       52.6%      0.32%      0.33%      2.86%       -0.61%        1.27%     -5.60%      7.71%
 90 days       36       44.4%     -0.97%      0.77%      4.80%       -0.85%        2.39%     -6.08%      9.60%
180 days       36       52.8%      3.74%      3.93%     11.94%       -0.10%        7.97%    -14.24%     25.59%
365 days       26       50.0%      3.25%      6.23%     14.96%        0.18%       12.27%     -8.51%     42.89%


========================================================================================================================

Chart 5: APT-USD (R² = 0.9409)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131 ($0.000065,-50% - $0.000133,+1%)
   +30d (1m): $0.000080,-38.9% ($0.000056,-57% - $0.000114,-13%)
   +60d (2m): $0.000069,-47.5% ($0.000048,-63% - $0.000098,-25%)
   +90d (3m): $0.000059,-54.8% ($0.000041,-68% - $0.000085,-35%)
   +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%)
   +365d (1y): $0.000015,-88.6% ($0.000010,-92% - $0.000022,-84%)
   +EOY (189d): $0.000036,-72.4% ($0.000025,-81% - $0.000052,-61%)
   End-of-year outlook: 📉 Bearish Trend (-72.4%)
   Confidence: 94.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 189 days | EOY Target: $0.000036 (-72.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.88%
Rounded target for matching: -3%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       11.6%     -1.47%     -3.01%     20.50%       -9.32%        3.30%    -51.79%    103.03%
 14 days       43        4.7%     -2.90%    -14.26%     18.75%      -20.03%       -8.49%    -55.36%      2.24%
 30 days       43       20.9%     -3.52%    -11.85%     25.46%      -19.68%       -4.01%    -50.77%     39.42%
 90 days       33        6.1%    -46.56%     14.60%    232.91%      -67.99%       97.19%    -81.25%   1273.38%
180 days       19       10.5%    -69.52%    -15.10%    170.22%      -97.14%       66.95%    -91.98%    548.39%
365 days       14       14.3%    -81.97%    -51.38%     82.12%      -98.79%       -3.96%    -98.04%    144.52%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.35%
Rounded target for matching: -6%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       53.8%      0.51%     -1.87%     22.59%      -15.52%       11.78%    -66.34%     42.54%
 14 days       13        7.7%     -3.21%    -11.75%     20.16%      -23.93%        0.44%    -78.25%      2.24%
 30 days       13        7.7%     -3.65%     -7.91%     33.11%      -27.92%       12.10%    -80.44%     82.05%
 90 days        7       42.9%    -83.72%    613.16%    898.48%     -217.80%     1444.12%    -86.31%   2384.83%
180 days        7       57.1%    119.13%    151.70%    225.55%      -56.90%      360.29%    -85.77%    475.00%
365 days        7       42.9%    -22.19%     35.69%     81.96%      -40.11%      111.49%    -40.99%    152.56%


========================================================================================================================

Chart 6: BTC-USD (R² = 0.9359)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $105.6K ($89.5K,-15% - $159.5K,+51%)
   +30d (1m): $126.6K,+19.9% ($94.9K,-10% - $169.1K,+60%)
   +60d (2m): $134.2K,+27.2% ($100.6K,-5% - $179.2K,+70%)
   +90d (3m): $142.3K,+34.8% ($106.6K,+1% - $190.0K,+80%)
   +180d (6m): $169.5K,+60.6% ($126.9K,+20% - $226.4K,+114%)
   +365d (1y): $242.9K,+130.0% ($181.8K,+72% - $324.5K,+207%)
   +EOY (189d): $172.5K,+63.4% ($129.2K,+22% - $230.4K,+118%)
   End-of-year outlook: 📈 Bullish Trend (+63.4%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈21%)
   📅 Days until EOY 2025: 189 days | EOY Target: $172.5K (+63.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.05%
Rounded target for matching: -2%
Similar historical periods found: 86
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       86       51.2%      0.42%      0.81%      8.77%       -1.07%        2.69%    -32.94%     23.72%
 14 days       86       59.3%      1.67%      1.55%     12.84%       -1.20%        4.30%    -31.10%     34.34%
 30 days       86       52.3%      0.90%      1.91%     22.91%       -3.00%        6.83%    -60.32%     55.33%
 90 days       83       49.4%     -0.55%      9.53%     55.96%       -2.69%       21.75%    -62.14%    355.12%
180 days       78       62.8%     27.18%     39.36%     84.42%       20.32%       58.39%    -62.12%    339.80%
365 days       70       75.7%     69.12%    101.99%    160.03%       63.83%      140.15%    -76.74%   1117.48%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 20.70%
Rounded target for matching: 21%
Similar historical periods found: 39
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       39       51.3%      0.31%      1.48%     11.62%       -2.29%        5.24%    -39.01%     30.81%
 14 days       39       48.7%     -0.08%      0.58%     16.65%       -4.82%        5.97%    -43.46%     33.52%
 30 days       39       48.7%     -1.25%      7.28%     26.05%       -1.17%       15.72%    -47.71%     55.33%
 90 days       39       79.5%     20.23%     24.87%     39.56%       12.05%       37.70%    -32.94%    159.43%
180 days       39       82.1%     33.27%     60.51%     95.25%       29.64%       91.39%    -49.22%    371.85%
365 days       38       78.9%    135.78%    161.69%    171.96%      105.16%      218.21%    -72.71%    731.96%


========================================================================================================================

Chart 7: TBTC-USD (R² = 0.9321)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $102.8K ($87.5K,-15% - $158.7K,+54%)
   +30d (1m): $124.9K,+21.5% ($92.7K,-10% - $168.3K,+64%)
   +60d (2m): $132.4K,+28.8% ($98.3K,-4% - $178.4K,+74%)
   +90d (3m): $140.4K,+36.6% ($104.2K,+1% - $189.1K,+84%)
   +180d (6m): $167.2K,+62.7% ($124.1K,+21% - $225.4K,+119%)
   +365d (1y): $239.7K,+133.2% ($177.8K,+73% - $323.2K,+214%)
   +EOY (189d): $170.2K,+65.6% ($126.3K,+23% - $229.4K,+123%)
   End-of-year outlook: 📈 Bullish Trend (+65.6%)
   Confidence: 93.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈25%)
   📅 Days until EOY 2025: 189 days | EOY Target: $170.2K (+65.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.28%
Rounded target for matching: -6%
Similar historical periods found: 45
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       45       48.9%     -0.40%      0.09%      8.92%       -2.59%        2.77%    -22.29%     25.59%
 14 days       45       42.2%     -0.86%      0.59%     13.70%       -3.53%        4.70%    -32.23%     47.18%
 30 days       45       40.0%     -6.03%     -3.92%     15.89%       -8.69%        0.85%    -33.95%     42.36%
 90 days       44       45.5%     -0.71%      1.43%     28.72%       -7.30%       10.16%    -45.62%     65.68%
180 days       38       73.7%     23.14%     18.96%     47.78%        3.25%       34.66%    -56.67%    178.08%
365 days       33       63.6%     31.81%     45.42%     82.94%       16.02%       74.83%    -72.83%    209.72%


========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.64%
Rounded target for matching: 25%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       62.5%      2.93%      6.18%      9.40%       -1.68%       14.04%     -1.95%     28.39%
 14 days        8       75.0%     12.31%     14.27%     13.25%        3.19%       25.35%     -4.52%     32.44%
 30 days        8       75.0%     21.62%     19.30%     18.16%        4.12%       34.49%     -6.91%     44.02%
 90 days        8       87.5%     21.85%     22.25%     16.79%        8.21%       36.30%     -1.26%     50.63%
180 days        8       87.5%     36.53%     39.28%     34.84%       10.16%       68.41%    -19.66%     81.99%
365 days        6       66.7%     91.84%     59.53%     86.54%      -31.29%      150.35%    -57.26%    170.99%


========================================================================================================================

Chart 8: WBT-USD (R² = 0.9318)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $47.91 ($24.62,-49% - $49.26,+3%)
   +30d (1m): $38.11,-20.5% ($26.94,-44% - $53.92,+13%)
   +60d (2m): $41.71,-12.9% ($29.48,-38% - $59.02,+23%)
   +90d (3m): $45.65,-4.7% ($32.26,-33% - $64.60,+35%)
   +180d (6m): $59.85,+24.9% ($42.27,-12% - $84.73,+77%)
   +365d (1y): $104.40,+117.9% ($73.66,+54% - $147.98,+209%)
   +EOY (189d): $61.49,+28.3% ($43.43,-9% - $87.06,+82%)
   End-of-year outlook: 📈 Bullish Trend (+28.3%)
   Confidence: 93.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈64%)
   📅 Days until EOY 2025: 189 days | EOY Target: $61.49 (+28.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 9: WAL-USD (R² = 0.9273)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088 ($0.000007,-92% - $0.000105,+20%)
   +30d (1m): $0.000021,-76.1% ($0.000005,-94% - $0.000082,-7%)
   +60d (2m): $0.000016,-81.5% ($0.000004,-95% - $0.000063,-28%)
   +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%)
   +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%)
   +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%)
   +EOY (189d): $0.000005,-93.9% ($0.000001,-98% - $0.000021,-76%)
   End-of-year outlook: 📉 Bearish Trend (-93.9%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈48%)
   📅 Days until EOY 2025: 189 days | EOY Target: $0.000005 (-93.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 10: SYRUP-USD (R² = 0.9206)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: $0.598928 ($0.440901,-26% - $0.846084,+41%)
   +30d (1m): $1.15,+91.7% ($0.821183,+37% - $1.60,+168%)
   +60d (2m): $2.16,+260.2% ($1.52,+154% - $3.06,+410%)
   +90d (3m): $4.05,+577.0% ($2.81,+370% - $5.84,+875%)
   +180d (6m): $26.92,+4394.5% ($17.46,+2815% - $41.50,+6829%)
   +365d (1y): $1.3K,+219953.1% ($709.32,+118331% - $2.4K,+408773%)
   +EOY (189d): $32.53,+5331.1% ($20.93,+3395% - $50.54,+8339%)
   End-of-year outlook: 📈 Bullish Trend (+5331.1%)
   Confidence: 92.1% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 189 days | EOY Target: $32.53 (+5331.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 11: GT-USD (R² = 0.9120)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $16.71 ($14.69,-12% - $16.55,-1%)
   +30d (1m): $11.50,-31.2% ($10.64,-36% - $12.42,-26%)
   +60d (2m): $8.47,-49.3% ($7.63,-54% - $9.41,-44%)
   +90d (3m): $6.25,-62.6% ($5.45,-67% - $7.16,-57%)
   +180d (6m): $2.50,-85.0% ($1.97,-88% - $3.17,-81%)
   +365d (1y): $0.381291,-97.7% ($0.242647,-99% - $0.599153,-96%)
   +EOY (189d): $2.28,-86.3% ($1.78,-89% - $2.92,-83%)
   End-of-year outlook: 📉 Bearish Trend (-86.3%)
   Confidence: 91.2% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 189 days | EOY Target: $2.28 (-86.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -21.94%
Rounded target for matching: -22%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       62.5%      3.57%      2.97%      4.55%       -0.83%        6.77%     -3.75%     12.14%
 14 days        8       62.5%      3.93%      0.54%      6.35%       -4.77%        5.85%     -9.61%      6.41%
 30 days        8       75.0%      1.41%      3.05%     13.76%       -8.46%       14.55%    -15.73%     29.62%
 90 days        8       87.5%     25.31%     22.26%     20.27%        5.31%       39.20%     -3.33%     47.29%
180 days        8       75.0%     14.97%    146.18%    355.49%     -151.02%      443.37%    -18.83%   1085.15%
365 days        8      100.0%     22.04%    236.04%    463.56%     -151.50%      623.59%      0.19%   1447.97%


========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -30.20%
Rounded target for matching: -30%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       87.5%      5.72%      5.42%      4.87%        1.36%        9.49%     -5.83%     10.76%
 14 days        8       87.5%     22.59%     18.30%     12.35%        7.97%       28.63%     -7.19%     33.27%
 30 days        8       75.0%     35.46%     26.93%     20.70%        9.62%       44.23%     -5.05%     46.98%
 90 days        8      100.0%     65.43%     58.71%     49.01%       17.73%       99.69%      3.83%    165.37%
180 days        8       75.0%     39.24%    127.02%    253.23%      -84.68%      338.73%     -5.45%    793.14%
365 days        8       87.5%     68.06%    415.50%    656.68%     -133.49%      964.50%     -5.14%   1729.88%


========================================================================================================================

Chart 12: POL-USD (R² = 0.9109)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.008241 ($0.006044,-27% - $0.009944,+21%)
   +30d (1m): $0.007129,-13.5% ($0.005557,-33% - $0.009145,+11%)
   +60d (2m): $0.006555,-20.5% ($0.005109,-38% - $0.008411,+2%)
   +90d (3m): $0.006028,-26.9% ($0.004697,-43% - $0.007736,-6%)
   +180d (6m): $0.004687,-43.1% ($0.003649,-56% - $0.006020,-27%)
   +365d (1y): $0.002794,-66.1% ($0.002170,-74% - $0.003597,-56%)
   +EOY (189d): $0.004570,-44.5% ($0.003558,-57% - $0.005871,-29%)
   End-of-year outlook: 📉 Bearish Trend (-44.5%)
   Confidence: 91.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-15%)
   📅 Days until EOY 2025: 189 days | EOY Target: $0.004570 (-44.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.24%
Rounded target for matching: 2%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       36.8%     -3.69%     -2.62%     12.80%       -8.79%        3.55%    -20.88%     36.99%
 14 days       19       36.8%     -1.81%     -0.82%     16.47%       -8.76%        7.12%    -26.39%     38.17%
 30 days       19       47.4%     -4.68%      7.87%     42.02%      -12.38%       28.12%    -49.27%    114.32%
 90 days       19       26.3%    -15.58%    138.66%    390.70%      -49.65%      326.97%    -68.11%   1069.77%
180 days       18       22.2%    -52.87%    275.86%    712.38%      -78.40%      630.11%    -84.78%   1958.84%
365 days       12       33.3%    -88.99%    188.43%    399.49%      -65.39%      442.25%    -91.45%    929.33%


========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -14.99%
Rounded target for matching: -15%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       50.0%     -1.47%      4.01%     32.71%      -14.88%       22.89%    -22.96%    113.53%
 14 days       14       50.0%     -0.97%      7.37%     29.60%       -9.72%       24.46%    -27.20%     92.21%
 30 days       14       50.0%      0.03%     25.00%    108.64%      -37.73%       87.73%    -49.27%    409.24%
 90 days       13        7.7%    -35.80%     29.04%    239.21%     -115.51%      173.60%    -62.18%    855.61%
180 days       12        8.3%    -67.42%     41.03%    345.65%     -178.58%      260.64%    -84.78%   1185.82%
365 days        9       11.1%    -86.31%    -19.16%    180.00%     -157.52%      119.21%    -90.45%    489.19%


========================================================================================================================

Chart 13: TIA-USD (R² = 0.9050)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $1.59 ($1.34,-16% - $1.70,+7%)
   +30d (1m): $0.851651,-46.5% ($0.731830,-54% - $0.991091,-38%)
   +60d (2m): $0.480489,-69.8% ($0.391388,-75% - $0.589874,-63%)
   +90d (3m): $0.271085,-83.0% ($0.207768,-87% - $0.353699,-78%)
   +180d (6m): $0.048682,-96.9% ($0.030634,-98% - $0.077364,-95%)
   +365d (1y): $0.001427,-99.9% ($0.000589,-100% - $0.003456,-100%)
   +EOY (189d): $0.041001,-97.4% ($0.025284,-98% - $0.066488,-96%)
   End-of-year outlook: 📉 Bearish Trend (-97.4%)
   Confidence: 90.5% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 189 days | EOY Target: $0.041001 (-97.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TIA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -37.33%
Rounded target for matching: -37%
Similar historical periods found: 9
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        9       55.6%      2.86%     -4.56%     16.05%      -16.90%        7.78%    -44.68%     13.23%
 14 days        9       44.4%     -8.65%     -7.00%     15.36%      -18.80%        4.81%    -41.54%     14.74%
 30 days        9       11.1%    -21.89%    -23.97%     20.89%      -40.03%       -7.92%    -57.12%     18.61%
 90 days        9       33.3%    -24.50%    -14.41%     28.57%      -36.37%        7.56%    -65.88%     30.24%
180 days        9       22.2%    -34.62%     -5.89%     88.55%      -73.96%       62.17%    -62.55%    236.52%
365 days        9       66.7%    109.98%   1942.98%   5312.70%    -2140.72%     6026.69%    -67.69%  16967.21%


========================================================================================================================
TIA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -56.85%
Rounded target for matching: -57%
Similar historical periods found: 10
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       10       50.0%     -7.37%     -7.61%     29.41%      -28.65%       13.43%    -42.81%     46.56%
 14 days       10       40.0%     -7.03%      5.27%     27.42%      -14.35%       24.88%    -31.91%     45.69%
 30 days       10       50.0%      2.44%     -5.82%     23.86%      -22.89%       11.25%    -45.62%     27.99%
 90 days       10       20.0%    -13.53%     14.87%     68.00%      -33.78%       63.51%    -36.10%    162.16%
180 days       10       70.0%     65.54%     53.12%     79.42%       -3.70%      109.93%    -55.78%    171.46%
365 days        7       57.1%     45.93%     23.63%     85.20%      -55.16%      102.43%    -75.08%    175.56%


========================================================================================================================

Chart 14: LEO-USD (R² = 0.8908)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.13 ($8.16,-11% - $12.86,+41%)
   +30d (1m): $10.72,+17.5% ($8.54,-6% - $13.46,+47%)
   +60d (2m): $11.23,+22.9% ($8.94,-2% - $14.10,+54%)
   +90d (3m): $11.75,+28.7% ($9.36,+2% - $14.76,+62%)
   +180d (6m): $13.48,+47.6% ($10.73,+18% - $16.93,+85%)
   +365d (1y): $17.87,+95.7% ($14.22,+56% - $22.46,+146%)
   +EOY (189d): $13.67,+49.7% ($10.88,+19% - $17.17,+88%)
   End-of-year outlook: 📈 Bullish Trend (+49.7%)
   Confidence: 89.1% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 189 days | EOY Target: $13.67 (+49.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.67%
Rounded target for matching: 4%
Similar historical periods found: 108
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      108       63.9%      0.94%      2.70%      7.69%        1.23%        4.16%    -10.77%     41.46%
 14 days      108       71.3%      2.06%      6.69%     13.24%        4.16%        9.21%    -13.90%     52.03%
 30 days      108       68.5%      4.75%     10.89%     18.86%        7.29%       14.49%    -21.73%     53.35%
 90 days      107       79.4%     15.59%     32.83%     45.24%       24.16%       41.50%    -26.48%    180.92%
180 days      104       93.3%     36.09%     42.32%     40.10%       34.52%       50.12%    -36.68%    124.83%
365 days       95       91.6%    106.94%    120.36%    100.55%       99.88%      140.85%    -42.27%    439.82%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.42%
Rounded target for matching: -6%
Similar historical periods found: 25
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       25       56.0%      0.04%     -0.04%      3.44%       -1.47%        1.38%     -7.63%      8.50%
 14 days       25       56.0%      0.25%     -0.02%      6.90%       -2.86%        2.83%    -19.28%     18.64%
 30 days       25       64.0%      2.05%      2.00%      8.88%       -1.67%        5.66%    -17.85%     26.27%
 90 days       21       57.1%      2.03%      1.90%     14.79%       -4.83%        8.63%    -25.46%     36.83%
180 days       21       66.7%     11.33%     15.68%     41.52%       -3.22%       34.58%    -35.53%    113.45%
365 days       21       66.7%     48.91%     31.16%     41.41%       12.30%       50.01%    -36.25%     79.23%


========================================================================================================================

Chart 15: BGB-USD (R² = 0.8895)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $4.21 ($2.37,-44% - $9.27,+120%)
   +30d (1m): $5.20,+23.4% ($2.63,-38% - $10.27,+144%)
   +60d (2m): $5.75,+36.7% ($2.91,-31% - $11.38,+170%)
   +90d (3m): $6.37,+51.4% ($3.22,-23% - $12.60,+199%)
   +180d (6m): $8.66,+105.8% ($4.38,+4% - $17.13,+307%)
   +365d (1y): $16.26,+286.4% ($8.21,+95% - $32.21,+665%)
   +EOY (189d): $8.93,+112.2% ($4.51,+7% - $17.67,+320%)
   End-of-year outlook: 📈 Bullish Trend (+112.2%)
   Confidence: 88.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-15%)
   📅 Days until EOY 2025: 189 days | EOY Target: $8.93 (+112.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -15.08%
Rounded target for matching: -15%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       83.3%      4.05%      3.51%      5.51%       -2.27%        9.30%     -6.13%      9.63%
 14 days        6       83.3%      7.93%      4.26%     10.57%       -6.83%       15.35%    -19.01%     12.33%
 30 days        6       50.0%      1.46%      1.60%      9.51%       -8.38%       11.57%    -10.59%     14.45%
 90 days        6       83.3%     36.73%    105.33%    187.91%      -91.87%      302.53%    -15.08%    522.53%
180 days        5      100.0%    498.01%    411.24%    206.42%      154.94%      667.54%     37.39%    627.95%


========================================================================================================================

========================================================================================================================
🟢 TOP 14 CRYPTO INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    PENDLE-USD       69.5%  0.776092    445.1%   $3.60             227.5%  1000d
2    IMX-USD          63.8%  0.801302   -100.0%   $0.004143         176.3%  120 d
3    SOL-USD          51.8%  0.782579    203.6%   $144.85           107.4%  1000d
4    HYPE-USD         41.2%  0.831823    -97.1%   $0.000005          70.2%  1000d
5    FARTCOIN-USD     40.9%  0.758650  21955.0%   $1.05              69.3%  120 d
6    XRP-USD          26.2%  0.714969    364.5%   $2.17              35.6%  500 d
7    BNB-USD          24.6%  0.767376     90.4%   $641.30            32.7%  750 d
8    QNT-USD          16.6%  0.772341   1194.8%   $98.67             20.0%  90  d
9    PYTH-USD         13.3%  0.806287    -91.4%   $0.085354          15.3%  180 d
10   TBTC-USD         12.8%  0.932135    103.4%   $102.8K            14.6%  1000d
11   BTC-USD          11.6%  0.935857    103.3%   $105.6K            13.2%  1000d
12   FTN-USD          11.4%  0.989422    135.8%   $4.44              12.9%  750 d
13   LEO-USD          10.9%  0.890784     74.4%   $9.13              12.2%  750 d
14   BGB-USD          10.3%  0.889489    246.7%   $4.21              11.5%  1000d

📊 DISPLAYING ALL 14 UNDERVALUED CRYPTO OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: PENDLE-USD (Undervalued by 69.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $3.60 ($2.86,-21% - $48.63,+1250%)
   +30d (1m): $13.56,+276.4% ($3.29,-9% - $55.92,+1452%)
   +60d (2m): $15.59,+332.7% ($3.78,+5% - $64.31,+1685%)
   +90d (3m): $17.92,+397.5% ($4.34,+21% - $73.94,+1953%)
   +180d (6m): $27.23,+655.7% ($6.59,+83% - $112.44,+3021%)
   +365d (1y): $64.31,+1685.0% ($15.53,+331% - $266.22,+7290%)
   +EOY (189d): $28.39,+688.0% ($6.87,+91% - $117.25,+3155%)
   End-of-year outlook: 📈 Bullish Trend (+688.0%)
   Confidence: 77.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈23%)
   📅 Days until EOY 2025: 189 days | EOY Target: $28.39 (+688.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -18.65%
Rounded target for matching: -19%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       30.8%     -4.55%     -4.08%     16.54%      -14.08%        5.91%    -27.79%     37.35%
 14 days       13       53.8%      0.15%     13.83%     57.85%      -21.13%       48.79%    -46.22%    190.43%
 30 days       13       61.5%     14.68%     16.57%     53.48%      -15.75%       48.88%    -62.23%    157.44%
 90 days       13       76.9%     28.47%     28.76%     43.97%        2.20%       55.33%    -58.28%     95.35%
180 days        8       50.0%      0.35%     61.84%    141.07%      -56.10%      179.78%    -59.51%    336.23%
365 days        8       37.5%    -18.27%     66.89%    153.55%      -61.49%      195.26%    -87.55%    306.78%


========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 22.55%
Rounded target for matching: 23%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       83.3%      4.70%      6.72%     12.58%       -6.48%       19.92%    -10.31%     31.72%
 14 days        6       66.7%      6.71%     10.28%     18.92%       -9.58%       30.14%    -12.37%     45.11%
 30 days        6       66.7%      4.63%     -0.13%     16.13%      -17.05%       16.80%    -26.08%     19.25%
 90 days        5       40.0%    -19.32%     35.47%     82.38%      -66.82%      137.75%    -50.49%    157.89%
180 days        5       40.0%    -24.95%    160.20%    251.24%     -151.76%      472.16%    -69.36%    502.17%
365 days        3       66.7%    415.45%    247.59%    239.29%     -346.85%      842.03%    -90.82%    418.13%


========================================================================================================================

Chart 2: IMX-USD (Undervalued by 63.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $0.004143 ($0.005406,+30% - $0.024248,+485%)
   +30d (1m): $0.005986,+44.5% ($0.002795,-33% - $0.012820,+209%)
   +60d (2m): $0.003130,-24.5% ($0.001439,-65% - $0.006807,+64%)
   +90d (3m): $0.001636,-60.5% ($0.000738,-82% - $0.003629,-12%)
   +180d (6m): $0.000234,-94.4% ($0.000097,-98% - $0.000561,-86%)
   +365d (1y): $0.000004,-99.9% ($0.000001,-100% - $0.000013,-100%)
   +EOY (189d): $0.000193,-95.4% ($0.000079,-98% - $0.000467,-89%)
   End-of-year outlook: 📉 Bearish Trend (-95.4%)
   Confidence: 80.1% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 189 days | EOY Target: $0.000193 (-95.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 3: SOL-USD (Undervalued by 51.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $144.85 ($120.88,-17% - $746.43,+415%)
   +30d (1m): $329.09,+127.2% ($132.41,-9% - $817.90,+465%)
   +60d (2m): $360.54,+148.9% ($145.04,+0% - $896.23,+519%)
   +90d (3m): $395.00,+172.7% ($158.88,+10% - $982.06,+578%)
   +180d (6m): $519.41,+258.6% ($208.79,+44% - $1.3K,+792%)
   +365d (1y): $911.91,+529.6% ($365.99,+153% - $2.3K,+1469%)
   +EOY (189d): $533.83,+268.6% ($214.57,+48% - $1.3K,+817%)
   End-of-year outlook: 📈 Bullish Trend (+268.6%)
   Confidence: 78.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 189 days | EOY Target: $533.83 (+268.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -17.72%
Rounded target for matching: -18%
Similar historical periods found: 24
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       24       33.3%     -4.02%     -2.06%     10.32%       -6.42%        2.30%    -23.39%     17.08%
 14 days       24       45.8%     -2.23%      0.75%     19.82%       -7.62%        9.13%    -37.52%     36.69%
 30 days       24       58.3%      7.86%     13.28%     34.40%       -1.25%       27.80%    -36.20%    105.60%
 90 days       24       33.3%    -17.44%     42.49%    175.12%      -31.45%      116.44%    -62.44%    793.12%
180 days       21       47.6%     -8.49%    190.33%    489.77%      -32.61%      413.27%    -76.11%   2201.77%
365 days       19       52.6%    424.04%   1121.75%   2623.96%     -142.96%     2386.46%    -83.41%  10799.21%


========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.72%
Rounded target for matching: 1%
Similar historical periods found: 15
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       15       33.3%     -5.81%     -6.25%     10.05%      -11.82%       -0.69%    -26.00%      8.39%
 14 days       15       26.7%    -12.21%     -7.58%     18.24%      -17.68%        2.52%    -39.20%     36.40%
 30 days       15       13.3%    -21.34%    -10.49%     36.85%      -30.89%        9.92%    -51.31%    105.59%
 90 days       14       42.9%     -7.90%     26.11%    105.72%      -34.94%       87.15%    -59.68%    342.39%
180 days       14       50.0%      7.34%     94.68%    218.31%      -31.37%      220.73%    -80.11%    712.71%
365 days       12       50.0%    244.83%    273.21%    356.36%       46.79%      499.63%    -94.15%    681.04%


========================================================================================================================

Chart 4: HYPE-USD (Undervalued by 41.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000005 ($0.000001,-86% - $0.000110,+1934%)
   +30d (1m): $0.000007,+27.1% ($0.000001,-89% - $0.000082,+1420%)
   +60d (2m): $0.000005,-5.0% ($0.000000,-92% - $0.000061,+1036%)
   +90d (3m): $0.000004,-29.1% ($0.000000,-94% - $0.000046,+749%)
   +180d (6m): $0.000002,-70.4% ($0.000000,-98% - $0.000019,+255%)
   +365d (1y): $0.000000,-95.1% ($0.000000,-100% - $0.000003,-41%)
   +EOY (189d): $0.000001,-72.9% ($0.000000,-98% - $0.000018,+225%)
   End-of-year outlook: 📉 Bearish Trend (-72.9%)
   Confidence: 83.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 19 periods in chart (90d ROC≈-84%)
   📅 Days until EOY 2025: 189 days | EOY Target: $0.000001 (-72.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -66.23%
Rounded target for matching: -66%
Similar historical periods found: 5
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        5       20.0%     -7.14%     -4.98%      7.41%      -14.18%        4.22%    -12.68%      7.14%
 14 days        5       40.0%     -6.87%      0.71%     19.70%      -23.75%       25.18%    -20.93%     35.71%
 30 days        5       20.0%     -5.09%    -21.42%     35.52%      -65.52%       22.68%    -86.51%     14.29%
 90 days        3        0.0%    -75.17%    -53.38%     32.26%     -133.53%       26.76%    -77.21%     -7.77%
180 days        3       33.3%    -67.91%    302.45%    537.31%    -1032.30%     1637.21%    -86.98%   1062.25%


========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -84.11%
Rounded target for matching: -84%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       28.6%     -5.48%     -9.59%     15.69%      -15.68%       -3.51%    -38.49%     25.89%
 14 days       28       21.4%    -19.80%    -17.57%     22.83%      -26.43%       -8.72%    -50.35%     38.91%
 30 days       28       25.0%    -26.16%    -26.32%     36.45%      -40.45%      -12.18%    -76.91%    109.53%
 90 days       28       39.3%    -59.53%    333.50%    666.97%       74.87%      592.13%    -95.60%   2131.91%
180 days       28       39.3%    -88.76%    395.38%    790.96%       88.68%      702.08%    -97.52%   2614.96%
365 days       26        3.8%    -88.37%    -80.14%     25.99%      -90.64%      -69.64%    -99.22%      4.44%


========================================================================================================================

Chart 5: FARTCOIN-USD (Undervalued by 40.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $1.05 ($0.991137,-5% - $3.17,+203%)
   +30d (1m): $2.76,+163.8% ($1.53,+46% - $4.98,+376%)
   +60d (2m): $4.30,+311.0% ($2.36,+125% - $7.86,+650%)
   +90d (3m): $6.71,+540.4% ($3.62,+246% - $12.43,+1087%)
   +180d (6m): $25.37,+2322.7% ($12.87,+1129% - $50.00,+4675%)
   +365d (1y): $390.94,+37234.4% ($165.45,+15701% - $923.73,+88115%)
   +EOY (189d): $28.98,+2667.5% ($14.60,+1294% - $57.53,+5394%)
   End-of-year outlook: 📈 Bullish Trend (+2667.5%)
   Confidence: 75.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈79%)
   📅 Days until EOY 2025: 189 days | EOY Target: $28.98 (+2667.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 6: XRP-USD (Undervalued by 26.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $2.17 ($1.38,-36% - $6.26,+189%)
   +30d (1m): $3.33,+53.8% ($1.56,-28% - $7.10,+228%)
   +60d (2m): $3.78,+74.5% ($1.77,-18% - $8.06,+272%)
   +90d (3m): $4.29,+98.0% ($2.01,-7% - $9.16,+323%)
   +180d (6m): $6.26,+189.1% ($2.93,+35% - $13.40,+519%)
   +365d (1y): $13.64,+529.7% ($6.33,+192% - $29.39,+1257%)
   +EOY (189d): $6.51,+200.3% ($3.04,+40% - $13.92,+543%)
   End-of-year outlook: 📈 Bullish Trend (+200.3%)
   Confidence: 71.5% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈-12%)
   📅 Days until EOY 2025: 189 days | EOY Target: $6.51 (+200.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.14%
Rounded target for matching: -7%
Similar historical periods found: 59
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       59       35.6%     -2.14%     -2.18%      9.75%       -4.72%        0.36%    -45.13%     27.27%
 14 days       59       28.8%     -3.30%     -1.47%     14.28%       -5.19%        2.25%    -38.34%     50.63%
 30 days       59       55.9%      6.95%     11.16%     33.45%        2.44%       19.88%    -41.50%    121.62%
 90 days       58       63.8%     11.16%     39.49%    119.80%        7.99%       70.99%    -56.94%    506.08%
180 days       55       67.3%     24.91%     71.62%    126.24%       37.49%      105.74%    -66.92%    406.05%
365 days       50       76.0%     63.59%    135.87%    170.26%       87.48%      184.26%    -70.91%    471.43%


========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.63%
Rounded target for matching: -12%
Similar historical periods found: 45
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       45       62.2%      1.97%      4.33%     13.30%        0.33%        8.33%    -18.10%     70.81%
 14 days       45       55.6%      3.28%     14.40%     37.15%        3.24%       25.56%    -19.68%    144.86%
 30 days       45       60.0%      1.16%     32.64%     75.89%        9.84%       55.44%    -20.38%    347.02%
 90 days       44       61.4%      5.30%     46.98%    137.14%        5.29%       88.68%    -61.37%    503.45%
180 days       44       50.0%     -3.52%     69.56%    161.70%       20.40%      118.72%    -60.59%    524.70%
365 days       40       57.5%     42.18%    122.68%    182.52%       64.31%      181.05%    -70.60%    633.16%


========================================================================================================================

Chart 7: BNB-USD (Undervalued by 24.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $641.30 ($562.39,-12% - $1.3K,+101%)
   +30d (1m): $897.13,+39.9% ($592.88,-8% - $1.4K,+112%)
   +60d (2m): $945.90,+47.5% ($625.02,-3% - $1.4K,+123%)
   +90d (3m): $997.33,+55.5% ($658.90,+3% - $1.5K,+135%)
   +180d (6m): $1.2K,+82.3% ($771.90,+20% - $1.8K,+176%)
   +365d (1y): $1.6K,+152.7% ($1.1K,+67% - $2.5K,+283%)
   +EOY (189d): $1.2K,+85.2% ($784.22,+22% - $1.8K,+180%)
   End-of-year outlook: 📈 Bullish Trend (+85.2%)
   Confidence: 76.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 11 periods in chart (90d ROC≈2%)
   📅 Days until EOY 2025: 189 days | EOY Target: $1.2K (+85.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.04%
Rounded target for matching: -4%
Similar historical periods found: 57
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       57       54.4%      0.30%      0.91%      7.90%       -1.19%        3.00%    -19.13%     22.14%
 14 days       57       54.4%      0.86%      0.81%     12.55%       -2.52%        4.14%    -31.62%     33.69%
 30 days       57       54.4%      1.42%      3.61%     19.14%       -1.47%        8.68%    -48.97%     51.09%
 90 days       54       55.6%      1.93%     18.51%     95.43%       -7.54%       44.56%    -50.44%    668.76%
180 days       46       65.2%     11.20%     42.06%    114.75%        7.98%       76.13%    -55.79%    705.58%
365 days       39       71.8%     66.19%    180.18%    437.16%       38.47%      321.89%    -50.55%   1853.00%


========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.80%
Rounded target for matching: 2%
Similar historical periods found: 22
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       22       59.1%      1.77%      0.34%      5.63%       -2.16%        2.84%    -15.47%      8.13%
 14 days       22       59.1%      1.18%      3.73%     11.92%       -1.56%        9.02%    -22.58%     30.36%
 30 days       22       54.5%      0.94%     -0.06%      7.83%       -3.53%        3.41%    -21.67%     10.34%
 90 days       20       85.0%     10.63%     10.29%     16.76%        2.44%       18.13%    -26.07%     51.90%
180 days       20       70.0%      2.26%     16.48%     48.31%       -6.13%       39.09%    -30.70%    145.31%
365 days       13       61.5%     10.03%     37.77%     61.59%        0.55%       74.99%    -24.52%    159.81%


========================================================================================================================

Chart 8: QNT-USD (Undervalued by 16.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: $98.67 ($96.82,-2% - $144.71,+47%)
   +30d (1m): $146.10,+48.1% ($118.84,+20% - $179.61,+82%)
   +60d (2m): $180.33,+82.8% ($145.50,+47% - $223.50,+127%)
   +90d (3m): $222.57,+125.6% ($177.73,+80% - $278.74,+182%)
   +180d (6m): $418.52,+324.2% ($320.50,+225% - $546.52,+454%)
   +365d (1y): $1.5K,+1453.3% ($1.0K,+960% - $2.2K,+2176%)
   +EOY (189d): $445.80,+351.8% ($339.74,+244% - $584.99,+493%)
   End-of-year outlook: 📈 Bullish Trend (+351.8%)
   Confidence: 77.2% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 189 days | EOY Target: $445.80 (+351.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
QNT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.06%
Rounded target for matching: 3%
Similar historical periods found: 26
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       26       38.5%     -2.09%      3.90%     22.70%       -5.27%       13.07%    -28.57%     94.59%
 14 days       26       46.2%     -2.56%      8.02%     27.22%       -2.98%       19.01%    -31.62%    106.49%
 30 days       26       50.0%     -1.16%     16.47%     41.13%       -0.14%       33.08%    -35.02%    143.43%
 90 days       26       65.4%     11.21%     53.81%     92.55%       16.43%       91.19%    -37.08%    334.39%
180 days       26       61.5%     35.67%    162.54%    229.37%       69.90%      255.19%    -43.38%    689.65%
365 days       26       53.8%     28.25%    235.63%    490.34%       37.58%      433.68%    -47.07%   1829.43%


========================================================================================================================
QNT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.35%
Rounded target for matching: 24%
Similar historical periods found: 10
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       10       40.0%     -2.78%      2.74%     16.49%       -9.05%       14.53%    -21.25%     32.76%
 14 days       10       80.0%     12.49%     15.10%     21.57%       -0.33%       30.53%    -23.16%     58.31%
 30 days       10       70.0%      2.59%     11.05%     27.62%       -8.71%       30.80%    -29.40%     62.29%
 90 days       10       80.0%     20.82%     45.29%     67.99%       -3.35%       93.92%    -35.73%    205.80%
180 days        9       44.4%    -23.80%    134.10%    195.81%      -16.41%      284.61%    -46.47%    439.12%
365 days        9       77.8%     24.69%    739.10%   1192.91%     -177.85%     1656.05%    -44.31%   3066.21%


========================================================================================================================

Chart 9: PYTH-USD (Undervalued by 13.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.085354 ($0.069934,-18% - $0.138452,+62%)
   +30d (1m): $0.080432,-5.8% ($0.057041,-33% - $0.113415,+33%)
   +60d (2m): $0.065745,-23.0% ($0.046498,-46% - $0.092960,+9%)
   +90d (3m): $0.053740,-37.0% ($0.037881,-56% - $0.076239,-11%)
   +180d (6m): $0.029350,-65.6% ($0.020415,-76% - $0.042195,-51%)
   +365d (1y): $0.008465,-90.1% ($0.005651,-93% - $0.012679,-85%)
   +EOY (189d): $0.027627,-67.6% ($0.019186,-78% - $0.039782,-53%)
   End-of-year outlook: 📉 Bearish Trend (-67.6%)
   Confidence: 80.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-49%)
   📅 Days until EOY 2025: 189 days | EOY Target: $0.027627 (-67.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PYTH - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -35.37%
Rounded target for matching: -35%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       33.3%     -5.69%     -2.10%     15.37%      -18.23%       14.04%    -20.96%     19.43%
 14 days        6       50.0%     -5.17%     -4.70%     19.58%      -25.25%       15.86%    -32.84%     25.56%
 30 days        6       33.3%    -12.16%      0.54%     34.83%      -36.01%       37.08%    -27.58%     74.10%
 90 days        5       20.0%    -34.12%     11.04%     98.46%     -111.21%      133.29%    -48.20%    207.37%
180 days        4       50.0%    -18.51%    -17.74%     27.26%      -61.11%       25.63%    -46.36%     12.42%
365 days        4       25.0%    -63.75%    -40.73%     48.21%     -117.45%       35.98%    -76.86%     41.43%


========================================================================================================================
PYTH - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -49.43%
Rounded target for matching: -49%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       50.0%      0.62%      1.30%      7.28%       -4.79%        7.38%    -14.20%     11.67%
 14 days        8       25.0%     -8.27%     -7.64%      9.47%      -15.55%        0.28%    -23.69%      7.19%
 30 days        8        0.0%    -26.81%    -20.81%     10.66%      -29.73%      -11.90%    -30.60%     -3.43%
 90 days        8       25.0%    -28.95%    -17.10%     27.41%      -40.02%        5.81%    -39.17%     31.00%
180 days        3      100.0%      4.23%      9.38%      9.40%      -13.97%       32.72%      1.34%     22.56%


========================================================================================================================

Chart 10: TBTC-USD (Undervalued by 12.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $102.8K ($87.5K,-15% - $158.7K,+54%)
   +30d (1m): $124.9K,+21.5% ($92.7K,-10% - $168.3K,+64%)
   +60d (2m): $132.4K,+28.8% ($98.3K,-4% - $178.4K,+74%)
   +90d (3m): $140.4K,+36.6% ($104.2K,+1% - $189.1K,+84%)
   +180d (6m): $167.2K,+62.7% ($124.1K,+21% - $225.4K,+119%)
   +365d (1y): $239.7K,+133.2% ($177.8K,+73% - $323.2K,+214%)
   +EOY (189d): $170.2K,+65.6% ($126.3K,+23% - $229.4K,+123%)
   End-of-year outlook: 📈 Bullish Trend (+65.6%)
   Confidence: 93.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈25%)
   📅 Days until EOY 2025: 189 days | EOY Target: $170.2K (+65.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.28%
Rounded target for matching: -6%
Similar historical periods found: 45
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       45       48.9%     -0.40%      0.09%      8.92%       -2.59%        2.77%    -22.29%     25.59%
 14 days       45       42.2%     -0.86%      0.59%     13.70%       -3.53%        4.70%    -32.23%     47.18%
 30 days       45       40.0%     -6.03%     -3.92%     15.89%       -8.69%        0.85%    -33.95%     42.36%
 90 days       44       45.5%     -0.71%      1.43%     28.72%       -7.30%       10.16%    -45.62%     65.68%
180 days       38       73.7%     23.14%     18.96%     47.78%        3.25%       34.66%    -56.67%    178.08%
365 days       33       63.6%     31.81%     45.42%     82.94%       16.02%       74.83%    -72.83%    209.72%


========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.64%
Rounded target for matching: 25%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       62.5%      2.93%      6.18%      9.40%       -1.68%       14.04%     -1.95%     28.39%
 14 days        8       75.0%     12.31%     14.27%     13.25%        3.19%       25.35%     -4.52%     32.44%
 30 days        8       75.0%     21.62%     19.30%     18.16%        4.12%       34.49%     -6.91%     44.02%
 90 days        8       87.5%     21.85%     22.25%     16.79%        8.21%       36.30%     -1.26%     50.63%
180 days        8       87.5%     36.53%     39.28%     34.84%       10.16%       68.41%    -19.66%     81.99%
365 days        6       66.7%     91.84%     59.53%     86.54%      -31.29%      150.35%    -57.26%    170.99%


========================================================================================================================

Chart 11: BTC-USD (Undervalued by 11.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $105.6K ($89.5K,-15% - $159.5K,+51%)
   +30d (1m): $126.6K,+19.9% ($94.9K,-10% - $169.1K,+60%)
   +60d (2m): $134.2K,+27.2% ($100.6K,-5% - $179.2K,+70%)
   +90d (3m): $142.3K,+34.8% ($106.6K,+1% - $190.0K,+80%)
   +180d (6m): $169.5K,+60.6% ($126.9K,+20% - $226.4K,+114%)
   +365d (1y): $242.9K,+130.0% ($181.8K,+72% - $324.5K,+207%)
   +EOY (189d): $172.5K,+63.4% ($129.2K,+22% - $230.4K,+118%)
   End-of-year outlook: 📈 Bullish Trend (+63.4%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈21%)
   📅 Days until EOY 2025: 189 days | EOY Target: $172.5K (+63.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.05%
Rounded target for matching: -2%
Similar historical periods found: 86
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       86       51.2%      0.42%      0.81%      8.77%       -1.07%        2.69%    -32.94%     23.72%
 14 days       86       59.3%      1.67%      1.55%     12.84%       -1.20%        4.30%    -31.10%     34.34%
 30 days       86       52.3%      0.90%      1.91%     22.91%       -3.00%        6.83%    -60.32%     55.33%
 90 days       83       49.4%     -0.55%      9.53%     55.96%       -2.69%       21.75%    -62.14%    355.12%
180 days       78       62.8%     27.18%     39.36%     84.42%       20.32%       58.39%    -62.12%    339.80%
365 days       70       75.7%     69.12%    101.99%    160.03%       63.83%      140.15%    -76.74%   1117.48%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 20.70%
Rounded target for matching: 21%
Similar historical periods found: 39
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       39       51.3%      0.31%      1.48%     11.62%       -2.29%        5.24%    -39.01%     30.81%
 14 days       39       48.7%     -0.08%      0.58%     16.65%       -4.82%        5.97%    -43.46%     33.52%
 30 days       39       48.7%     -1.25%      7.28%     26.05%       -1.17%       15.72%    -47.71%     55.33%
 90 days       39       79.5%     20.23%     24.87%     39.56%       12.05%       37.70%    -32.94%    159.43%
180 days       39       82.1%     33.27%     60.51%     95.25%       29.64%       91.39%    -49.22%    371.85%
365 days       38       78.9%    135.78%    161.69%    171.96%      105.16%      218.21%    -72.71%    731.96%


========================================================================================================================

Chart 12: FTN-USD (Undervalued by 11.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.44 ($4.52,+2% - $5.56,+25%)
   +30d (1m): $5.38,+21.1% ($4.85,+9% - $5.97,+34%)
   +60d (2m): $5.78,+30.0% ($5.21,+17% - $6.41,+44%)
   +90d (3m): $6.20,+39.4% ($5.59,+26% - $6.87,+55%)
   +180d (6m): $7.66,+72.3% ($6.90,+55% - $8.49,+91%)
   +365d (1y): $11.83,+166.1% ($10.66,+140% - $13.12,+195%)
   +EOY (189d): $7.82,+76.0% ($7.05,+59% - $8.68,+95%)
   End-of-year outlook: 📈 Bullish Trend (+76.0%)
   Confidence: 98.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 27 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 189 days | EOY Target: $7.82 (+76.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.45%
Rounded target for matching: 0%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       73.5%      3.80%      3.31%      4.18%        2.11%        4.51%     -8.52%     11.03%
 14 days       49       87.8%      5.93%      4.76%      4.80%        3.39%        6.14%     -9.22%     12.02%
 30 days       49       93.9%      9.30%     10.24%      6.67%        8.32%       12.16%     -1.55%     26.17%
 90 days       48      100.0%     29.73%     27.73%     11.17%       24.49%       30.98%      3.48%     48.76%
180 days       48      100.0%     62.55%     62.58%      7.92%       60.28%       64.88%     42.16%     82.46%
365 days       32      100.0%    152.27%    145.26%     17.57%      138.92%      151.59%    105.03%    168.45%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.41%
Rounded target for matching: 10%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       92.6%      1.35%      1.80%      2.51%        0.80%        2.79%     -6.46%      7.38%
 14 days       27       96.3%      2.37%      3.53%      2.71%        2.46%        4.60%     -1.47%      9.84%
 30 days       27       96.3%      4.08%      7.68%      6.57%        5.09%       10.28%     -1.26%     24.09%
 90 days       10      100.0%     38.23%     40.12%      6.92%       35.17%       45.07%     29.63%     50.28%
180 days       10      100.0%     60.90%     62.76%      5.55%       58.79%       66.73%     56.73%     76.41%
365 days        3      100.0%    159.54%    159.21%      0.53%      157.90%      160.52%    158.47%    159.63%


========================================================================================================================

Chart 13: LEO-USD (Undervalued by 10.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.13 ($8.16,-11% - $12.86,+41%)
   +30d (1m): $10.72,+17.5% ($8.54,-6% - $13.46,+47%)
   +60d (2m): $11.23,+22.9% ($8.94,-2% - $14.10,+54%)
   +90d (3m): $11.75,+28.7% ($9.36,+2% - $14.76,+62%)
   +180d (6m): $13.48,+47.6% ($10.73,+18% - $16.93,+85%)
   +365d (1y): $17.87,+95.7% ($14.22,+56% - $22.46,+146%)
   +EOY (189d): $13.67,+49.7% ($10.88,+19% - $17.17,+88%)
   End-of-year outlook: 📈 Bullish Trend (+49.7%)
   Confidence: 89.1% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 189 days | EOY Target: $13.67 (+49.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.67%
Rounded target for matching: 4%
Similar historical periods found: 108
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      108       63.9%      0.94%      2.70%      7.69%        1.23%        4.16%    -10.77%     41.46%
 14 days      108       71.3%      2.06%      6.69%     13.24%        4.16%        9.21%    -13.90%     52.03%
 30 days      108       68.5%      4.75%     10.89%     18.86%        7.29%       14.49%    -21.73%     53.35%
 90 days      107       79.4%     15.59%     32.83%     45.24%       24.16%       41.50%    -26.48%    180.92%
180 days      104       93.3%     36.09%     42.32%     40.10%       34.52%       50.12%    -36.68%    124.83%
365 days       95       91.6%    106.94%    120.36%    100.55%       99.88%      140.85%    -42.27%    439.82%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.42%
Rounded target for matching: -6%
Similar historical periods found: 25
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       25       56.0%      0.04%     -0.04%      3.44%       -1.47%        1.38%     -7.63%      8.50%
 14 days       25       56.0%      0.25%     -0.02%      6.90%       -2.86%        2.83%    -19.28%     18.64%
 30 days       25       64.0%      2.05%      2.00%      8.88%       -1.67%        5.66%    -17.85%     26.27%
 90 days       21       57.1%      2.03%      1.90%     14.79%       -4.83%        8.63%    -25.46%     36.83%
180 days       21       66.7%     11.33%     15.68%     41.52%       -3.22%       34.58%    -35.53%    113.45%
365 days       21       66.7%     48.91%     31.16%     41.41%       12.30%       50.01%    -36.25%     79.23%


========================================================================================================================

Chart 14: BGB-USD (Undervalued by 10.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $4.21 ($2.37,-44% - $9.27,+120%)
   +30d (1m): $5.20,+23.4% ($2.63,-38% - $10.27,+144%)
   +60d (2m): $5.75,+36.7% ($2.91,-31% - $11.38,+170%)
   +90d (3m): $6.37,+51.4% ($3.22,-23% - $12.60,+199%)
   +180d (6m): $8.66,+105.8% ($4.38,+4% - $17.13,+307%)
   +365d (1y): $16.26,+286.4% ($8.21,+95% - $32.21,+665%)
   +EOY (189d): $8.93,+112.2% ($4.51,+7% - $17.67,+320%)
   End-of-year outlook: 📈 Bullish Trend (+112.2%)
   Confidence: 88.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-15%)
   📅 Days until EOY 2025: 189 days | EOY Target: $8.93 (+112.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -15.08%
Rounded target for matching: -15%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       83.3%      4.05%      3.51%      5.51%       -2.27%        9.30%     -6.13%      9.63%
 14 days        6       83.3%      7.93%      4.26%     10.57%       -6.83%       15.35%    -19.01%     12.33%
 30 days        6       50.0%      1.46%      1.60%      9.51%       -8.38%       11.57%    -10.59%     14.45%
 90 days        6       83.3%     36.73%    105.33%    187.91%      -91.87%      302.53%    -15.08%    522.53%
180 days        5      100.0%    498.01%    411.24%    206.42%      154.94%      667.54%     37.39%    627.95%


========================================================================================================================

========================================================================================================================
🔴 TOP 13 CRYPTO INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    WAL-USD         223.3%  0.927294    -95.6%   $0.000088          69.1%  1000d
2    TRUMP-USD        65.9%  0.810589    -94.4%   $0.000548          39.7%  365 d
3    APT-USD          41.0%  0.940897    -83.9%   $0.000131          29.1%  500 d
4    WBT-USD          37.6%  0.931786    199.8%   $47.91             27.3%  750 d
5    GRT-USD          32.4%  0.767153    -89.7%   $0.454301          24.5%  180 d
6    PEPE-USD         25.7%  0.778587    -98.3%   $0.000006          20.4%  90  d
7    STX-USD          21.9%  0.842781    -76.8%   $0.002834          17.9%  365 d
8    THETA-USD        18.6%  0.775260    -92.7%   $0.670763          15.7%  180 d
9    ICP-USD          17.0%  0.719870    -80.4%   $4.98              14.5%  180 d
10   XTZ-USD          15.8%  0.798926    -86.2%   $0.533567          13.7%  180 d
11   ENA-USD          12.7%  0.702173    -91.3%   $0.270318          11.3%  180 d
12   XMR-USD          11.8%  0.806268     89.3%   $312.17            10.5%  500 d
13   KAIA-USD         11.6%  0.765779 417916.5%   $0.210735          10.4%  30  d

📊 DISPLAYING ALL 13 OVERVALUED CRYPTO WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: WAL-USD (Overvalued by 223.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088 ($0.000007,-92% - $0.000105,+20%)
   +30d (1m): $0.000021,-76.1% ($0.000005,-94% - $0.000082,-7%)
   +60d (2m): $0.000016,-81.5% ($0.000004,-95% - $0.000063,-28%)
   +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%)
   +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%)
   +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%)
   +EOY (189d): $0.000005,-93.9% ($0.000001,-98% - $0.000021,-76%)
   End-of-year outlook: 📉 Bearish Trend (-93.9%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈48%)
   📅 Days until EOY 2025: 189 days | EOY Target: $0.000005 (-93.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 2: TRUMP-USD (Overvalued by 65.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.000548 ($0.000149,-73% - $0.000732,+34%)
   +30d (1m): $0.000261,-52.4% ($0.000117,-79% - $0.000578,+6%)
   +60d (2m): $0.000206,-62.5% ($0.000092,-83% - $0.000457,-17%)
   +90d (3m): $0.000162,-70.4% ($0.000073,-87% - $0.000361,-34%)
   +180d (6m): $0.000080,-85.5% ($0.000036,-94% - $0.000178,-67%)
   +365d (1y): $0.000018,-96.6% ($0.000008,-99% - $0.000042,-92%)
   +EOY (189d): $0.000074,-86.5% ($0.000033,-94% - $0.000166,-70%)
   End-of-year outlook: 📉 Bearish Trend (-86.5%)
   Confidence: 81.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 189 days | EOY Target: $0.000074 (-86.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.48%
Rounded target for matching: -6%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       47.4%     -1.08%     15.32%     45.48%       -6.60%       37.24%    -47.69%    139.55%
 14 days       19       52.6%      4.86%     30.40%    100.21%      -17.90%       78.70%    -47.85%    413.14%
 30 days       19       36.8%    -19.74%     -9.52%     57.06%      -37.03%       17.98%    -96.24%    179.57%
 90 days       19       57.9%     14.85%    129.36%    289.85%      -10.34%      269.06%    -95.65%    918.13%
180 days       19       36.8%     -8.16%     56.24%    177.75%      -29.44%      141.91%    -97.24%    571.54%
365 days       18       33.3%    -73.57%    196.74%    627.27%     -115.19%      508.68%    -99.85%   2556.38%


========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.52%
Rounded target for matching: -4%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       45.5%     -3.97%      5.88%     32.01%      -15.63%       27.38%    -22.19%     80.91%
 14 days       11       45.5%    -12.16%    -18.23%     35.24%      -41.91%        5.44%    -96.06%     16.84%
 30 days       11       45.5%     -1.24%     12.10%    126.15%      -72.65%       96.84%    -96.83%    383.52%
 90 days       11       45.5%    -12.92%     35.70%    153.62%      -67.51%      138.90%    -96.60%    435.27%
180 days       10       40.0%    -32.07%    142.34%    305.42%      -76.14%      360.83%    -98.44%    804.67%
365 days       10       40.0%    -33.55%    315.58%    708.79%     -191.46%      822.62%    -82.47%   2327.43%


========================================================================================================================

Chart 3: APT-USD (Overvalued by 41.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131 ($0.000065,-50% - $0.000133,+1%)
   +30d (1m): $0.000080,-38.9% ($0.000056,-57% - $0.000114,-13%)
   +60d (2m): $0.000069,-47.5% ($0.000048,-63% - $0.000098,-25%)
   +90d (3m): $0.000059,-54.8% ($0.000041,-68% - $0.000085,-35%)
   +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%)
   +365d (1y): $0.000015,-88.6% ($0.000010,-92% - $0.000022,-84%)
   +EOY (189d): $0.000036,-72.4% ($0.000025,-81% - $0.000052,-61%)
   End-of-year outlook: 📉 Bearish Trend (-72.4%)
   Confidence: 94.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 189 days | EOY Target: $0.000036 (-72.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.88%
Rounded target for matching: -3%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       11.6%     -1.47%     -3.01%     20.50%       -9.32%        3.30%    -51.79%    103.03%
 14 days       43        4.7%     -2.90%    -14.26%     18.75%      -20.03%       -8.49%    -55.36%      2.24%
 30 days       43       20.9%     -3.52%    -11.85%     25.46%      -19.68%       -4.01%    -50.77%     39.42%
 90 days       33        6.1%    -46.56%     14.60%    232.91%      -67.99%       97.19%    -81.25%   1273.38%
180 days       19       10.5%    -69.52%    -15.10%    170.22%      -97.14%       66.95%    -91.98%    548.39%
365 days       14       14.3%    -81.97%    -51.38%     82.12%      -98.79%       -3.96%    -98.04%    144.52%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.35%
Rounded target for matching: -6%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       53.8%      0.51%     -1.87%     22.59%      -15.52%       11.78%    -66.34%     42.54%
 14 days       13        7.7%     -3.21%    -11.75%     20.16%      -23.93%        0.44%    -78.25%      2.24%
 30 days       13        7.7%     -3.65%     -7.91%     33.11%      -27.92%       12.10%    -80.44%     82.05%
 90 days        7       42.9%    -83.72%    613.16%    898.48%     -217.80%     1444.12%    -86.31%   2384.83%
180 days        7       57.1%    119.13%    151.70%    225.55%      -56.90%      360.29%    -85.77%    475.00%
365 days        7       42.9%    -22.19%     35.69%     81.96%      -40.11%      111.49%    -40.99%    152.56%


========================================================================================================================

Chart 4: WBT-USD (Overvalued by 37.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $47.91 ($24.62,-49% - $49.26,+3%)
   +30d (1m): $38.11,-20.5% ($26.94,-44% - $53.92,+13%)
   +60d (2m): $41.71,-12.9% ($29.48,-38% - $59.02,+23%)
   +90d (3m): $45.65,-4.7% ($32.26,-33% - $64.60,+35%)
   +180d (6m): $59.85,+24.9% ($42.27,-12% - $84.73,+77%)
   +365d (1y): $104.40,+117.9% ($73.66,+54% - $147.98,+209%)
   +EOY (189d): $61.49,+28.3% ($43.43,-9% - $87.06,+82%)
   End-of-year outlook: 📈 Bullish Trend (+28.3%)
   Confidence: 93.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈64%)
   📅 Days until EOY 2025: 189 days | EOY Target: $61.49 (+28.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 5: GRT-USD (Overvalued by 32.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.454301 ($0.240460,-47% - $0.489552,+8%)
   +30d (1m): $0.284660,-37.3% ($0.199057,-56% - $0.407076,-10%)
   +60d (2m): $0.236174,-48.0% ($0.164680,-64% - $0.338706,-25%)
   +90d (3m): $0.195947,-56.9% ($0.136158,-70% - $0.281989,-38%)
   +180d (6m): $0.111906,-75.4% ($0.076691,-83% - $0.163293,-64%)
   +365d (1y): $0.035381,-92.2% ($0.023234,-95% - $0.053879,-88%)
   +EOY (189d): $0.105810,-76.7% ($0.072393,-84% - $0.154653,-66%)
   End-of-year outlook: 📉 Bearish Trend (-76.7%)
   Confidence: 76.7% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 189 days | EOY Target: $0.105810 (-76.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 6: PEPE-USD (Overvalued by 25.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: $0.000006 ($0.000004,-42% - $0.000007,+9%)
   +30d (1m): $0.000004,-43.0% ($0.000003,-59% - $0.000005,-21%)
   +60d (2m): $0.000003,-59.2% ($0.000002,-71% - $0.000004,-43%)
   +90d (3m): $0.000002,-70.8% ($0.000001,-79% - $0.000003,-59%)
   +180d (6m): $0.000001,-89.3% ($0.000000,-93% - $0.000001,-84%)
   +365d (1y): $0.000000,-98.6% ($0.000000,-99% - $0.000000,-98%)
   +EOY (189d): $0.000001,-90.3% ($0.000000,-94% - $0.000001,-85%)
   End-of-year outlook: 📉 Bearish Trend (-90.3%)
   Confidence: 77.9% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 189 days | EOY Target: $0.000001 (-90.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 7: STX-USD (Overvalued by 21.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.002834 ($0.001623,-43% - $0.003333,+18%)
   +30d (1m): $0.002063,-27.2% ($0.001439,-49% - $0.002958,+4%)
   +60d (2m): $0.001830,-35.4% ($0.001276,-55% - $0.002625,-7%)
   +90d (3m): $0.001623,-42.7% ($0.001131,-60% - $0.002330,-18%)
   +180d (6m): $0.001133,-60.0% ($0.000787,-72% - $0.001630,-42%)
   +365d (1y): $0.000541,-80.9% ($0.000373,-87% - $0.000784,-72%)
   +EOY (189d): $0.001093,-61.4% ($0.000759,-73% - $0.001573,-45%)
   End-of-year outlook: 📉 Bearish Trend (-61.4%)
   Confidence: 84.3% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-9%)
   📅 Days until EOY 2025: 189 days | EOY Target: $0.001093 (-61.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 5.10%
Rounded target for matching: 5%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       35.7%     -1.09%      0.39%     14.77%       -8.14%        8.92%    -19.94%     38.65%
 14 days       14       35.7%     -9.06%     -0.28%     20.34%      -12.03%       11.46%    -27.51%     53.33%
 30 days       14       64.3%     25.41%     23.13%     35.86%        2.42%       43.83%    -21.06%     86.37%
 90 days       14       50.0%      4.24%    729.02%   2646.39%     -798.96%     2257.00%    -99.06%  10269.71%
180 days       13       46.2%    -12.37%     13.29%     86.03%      -38.70%       65.28%    -99.24%    226.41%
365 days       13       53.8%     35.99%     77.14%    196.22%      -41.44%      195.71%    -99.86%    478.11%


========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.57%
Rounded target for matching: -9%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       63.6%      3.56%      2.44%     13.15%       -6.39%       11.28%    -22.96%     26.35%
 14 days       11       81.8%      8.95%     10.69%     28.15%       -8.22%       29.61%    -28.66%     82.41%
 30 days       11       54.5%     21.92%     14.68%     34.63%       -8.58%       37.95%    -23.38%     95.57%
 90 days       11       63.6%     51.66%     79.63%    125.54%       -4.71%      163.97%    -99.34%    339.51%
180 days       11       81.8%     81.97%    209.66%    342.39%      -20.36%      439.68%    -99.50%   1212.96%
365 days       10       90.0%    434.13%    870.99%    954.50%      188.18%     1553.80%    -99.28%   2462.06%


========================================================================================================================

Chart 8: THETA-USD (Overvalued by 18.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.670763 ($0.379473,-43% - $0.843288,+26%)
   +30d (1m): $0.456432,-32.0% ($0.305413,-54% - $0.682126,+2%)
   +60d (2m): $0.368276,-45.1% ($0.245635,-63% - $0.552149,-18%)
   +90d (3m): $0.297147,-55.7% ($0.197423,-71% - $0.447244,-33%)
   +180d (6m): $0.156086,-76.7% ($0.102101,-85% - $0.238614,-64%)
   +365d (1y): $0.041554,-93.8% ($0.025910,-96% - $0.066644,-90%)
   +EOY (189d): $0.146353,-78.2% ($0.095557,-86% - $0.224152,-67%)
   End-of-year outlook: 📉 Bearish Trend (-78.2%)
   Confidence: 77.5% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 189 days | EOY Target: $0.146353 (-78.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
THETA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -21.87%
Rounded target for matching: -22%
Similar historical periods found: 30
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       66.7%      4.97%      3.04%     11.30%       -1.18%        7.26%    -19.87%     24.34%
 14 days       30       60.0%      8.27%      3.79%     20.82%       -3.99%       11.56%    -53.23%     39.48%
 30 days       30       56.7%      1.49%      4.04%     29.29%       -6.90%       14.98%    -61.14%     81.44%
 90 days       30       43.3%     -2.37%     12.05%     68.13%      -13.39%       37.49%    -68.24%    224.76%
180 days       28       32.1%     -7.63%     85.98%    365.39%      -55.70%      227.67%    -75.97%   1847.06%
365 days       27       55.6%     30.30%    666.25%   2713.01%     -406.98%     1739.48%    -85.19%  14412.38%


========================================================================================================================
THETA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -32.53%
Rounded target for matching: -33%
Similar historical periods found: 26
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       26       57.7%      2.41%      0.61%     14.58%       -5.28%        6.50%    -34.55%     23.37%
 14 days       26       73.1%      5.93%      2.12%     16.52%       -4.55%        8.79%    -36.18%     25.57%
 30 days       26       38.5%     -1.69%     -2.98%     17.17%       -9.92%        3.95%    -41.99%     24.93%
 90 days       26       15.4%    -25.79%    -15.53%     34.62%      -29.51%       -1.55%    -60.43%     73.24%
180 days       26       65.4%     32.43%     34.79%    106.98%       -8.41%       78.00%    -73.00%    351.06%
365 days       23       56.5%      6.21%    102.02%    271.80%      -15.51%      219.56%    -82.52%    846.44%


========================================================================================================================

Chart 9: ICP-USD (Overvalued by 17.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $4.98 ($3.19,-36% - $5.67,+14%)
   +30d (1m): $3.72,-25.3% ($2.78,-44% - $4.97,-0%)
   +60d (2m): $3.25,-34.6% ($2.43,-51% - $4.36,-12%)
   +90d (3m): $2.85,-42.8% ($2.12,-57% - $3.82,-23%)
   +180d (6m): $1.90,-61.7% ($1.40,-72% - $2.59,-48%)
   +365d (1y): $0.834100,-83.2% ($0.592873,-88% - $1.17,-76%)
   +EOY (189d): $1.83,-63.2% ($1.34,-73% - $2.49,-50%)
   End-of-year outlook: 📉 Bearish Trend (-63.2%)
   Confidence: 72.0% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-20%)
   📅 Days until EOY 2025: 189 days | EOY Target: $1.83 (-63.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ICP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.36%
Rounded target for matching: -4%
Similar historical periods found: 31
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       31       58.1%      1.89%      0.56%     11.44%       -3.63%        4.76%    -19.12%     22.88%
 14 days       31       45.2%     -0.24%     -0.56%     17.84%       -7.11%        5.98%    -32.12%     48.49%
 30 days       31       38.7%     -4.81%     -1.70%     24.31%      -10.62%        7.22%    -46.74%     46.43%
 90 days       29       34.5%    -29.75%     14.05%    112.77%      -28.85%       56.94%    -67.92%    360.82%
180 days       29       37.9%    -29.70%     37.57%    164.37%      -24.96%      100.09%    -82.08%    500.81%
365 days       27       29.6%    -49.83%     -0.09%    102.23%      -40.54%       40.35%    -91.65%    199.40%


========================================================================================================================
ICP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -19.77%
Rounded target for matching: -20%
Similar historical periods found: 9
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        9       11.1%    -10.49%     -9.56%      5.56%      -13.83%       -5.29%    -17.98%      2.68%
 14 days        9        0.0%    -12.85%    -17.96%     15.11%      -29.57%       -6.35%    -41.06%     -1.84%
 30 days        9        0.0%    -31.71%    -22.97%     16.34%      -35.53%      -10.40%    -45.80%     -1.55%
 90 days        8        0.0%    -40.07%    -40.73%     10.78%      -49.75%      -31.72%    -58.14%    -21.07%
180 days        8       25.0%     -7.06%     -6.97%     82.00%      -75.52%       61.58%    -80.64%    190.06%
365 days        7       14.3%    -57.70%    -49.76%     50.94%      -96.87%       -2.65%    -88.76%     67.07%


========================================================================================================================

Chart 10: XTZ-USD (Overvalued by 15.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.533567 ($0.347435,-35% - $0.610769,+14%)
   +30d (1m): $0.391478,-26.6% ($0.294737,-45% - $0.519972,-3%)
   +60d (2m): $0.332690,-37.6% ($0.249910,-53% - $0.442892,-17%)
   +90d (3m): $0.282731,-47.0% ($0.211798,-60% - $0.377420,-29%)
   +180d (6m): $0.173528,-67.5% ($0.128571,-76% - $0.234206,-56%)
   +365d (1y): $0.063619,-88.1% ($0.045567,-91% - $0.088822,-83%)
   +EOY (189d): $0.165261,-69.0% ($0.122285,-77% - $0.223341,-58%)
   End-of-year outlook: 📉 Bearish Trend (-69.0%)
   Confidence: 79.9% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 189 days | EOY Target: $0.165261 (-69.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -13.33%
Rounded target for matching: -13%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       39.6%     -5.05%     -1.86%     10.83%       -5.00%        1.29%    -21.43%     25.66%
 14 days       48       31.2%     -4.22%     -4.98%     14.99%       -9.34%       -0.63%    -52.48%     33.84%
 30 days       48       35.4%     -6.51%     -0.58%     26.86%       -8.38%        7.22%    -52.25%     95.98%
 90 days       48       37.5%    -16.01%     -0.16%     47.86%      -14.06%       13.74%    -64.40%    179.77%
180 days       44       47.7%     -4.61%     16.79%     62.65%       -2.26%       35.83%    -90.66%    173.57%
365 days       41       41.5%     -4.27%     15.44%     88.16%      -12.39%       43.27%    -92.20%    271.00%


========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -27.09%
Rounded target for matching: -27%
Similar historical periods found: 36
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       36       50.0%     -0.68%     -1.35%      8.96%       -4.38%        1.69%    -26.45%     15.09%
 14 days       36       38.9%     -1.03%     -0.13%     14.22%       -4.94%        4.68%    -29.10%     45.63%
 30 days       36       36.1%     -4.79%     -1.34%     26.81%      -10.41%        7.74%    -27.62%    117.69%
 90 days       36       41.7%    -12.00%     18.59%     73.04%       -6.12%       43.31%    -62.73%    284.03%
180 days       36       58.3%     22.47%     20.89%     65.81%       -1.38%       43.16%    -67.98%    185.98%
365 days       32       37.5%    -19.07%     30.09%    136.33%      -19.07%       79.24%    -82.21%    579.18%


========================================================================================================================

Chart 11: ENA-USD (Overvalued by 12.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.270318 ($0.152573,-44% - $0.376893,+39%)
   +30d (1m): $0.196150,-27.4% ($0.124446,-54% - $0.309167,+14%)
   +60d (2m): $0.160445,-40.6% ($0.101424,-62% - $0.253812,-6%)
   +90d (3m): $0.131240,-51.4% ($0.082598,-69% - $0.208529,-23%)
   +180d (6m): $0.071827,-73.4% ($0.044415,-84% - $0.116155,-57%)
   +365d (1y): $0.020806,-92.3% ($0.012186,-95% - $0.035523,-87%)
   +EOY (189d): $0.067625,-75.0% ($0.041729,-85% - $0.109591,-59%)
   End-of-year outlook: 📉 Bearish Trend (-75.0%)
   Confidence: 70.2% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 189 days | EOY Target: $0.067625 (-75.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 12: XMR-USD (Overvalued by 11.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $312.17 ($218.82,-30% - $356.43,+14%)
   +30d (1m): $294.31,-5.7% ($230.56,-26% - $375.69,+20%)
   +60d (2m): $310.16,-0.6% ($242.92,-22% - $395.99,+27%)
   +90d (3m): $326.85,+4.7% ($255.94,-18% - $417.41,+34%)
   +180d (6m): $382.53,+22.5% ($299.31,-4% - $488.90,+57%)
   +365d (1y): $528.57,+69.3% ($412.65,+32% - $677.05,+117%)
   +EOY (189d): $388.60,+24.5% ($304.02,-3% - $496.70,+59%)
   End-of-year outlook: 📈 Bullish Trend (+24.5%)
   Confidence: 80.6% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈42%)
   📅 Days until EOY 2025: 189 days | EOY Target: $388.60 (+24.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XMR - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -22.71%
Rounded target for matching: -23%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       68.4%      5.66%      2.52%     13.86%       -4.16%        9.20%    -27.20%     24.31%
 14 days       19       68.4%     10.95%      8.22%     15.86%        0.57%       15.86%    -19.54%     39.77%
 30 days       19       63.2%      5.22%      0.92%     17.49%       -7.51%        9.35%    -38.34%     29.94%
 90 days       19       47.4%     -3.36%     -4.42%     28.23%      -18.02%        9.19%    -50.48%     70.72%
180 days       19       26.3%    -19.00%    -13.14%     35.17%      -30.09%        3.81%    -59.19%     97.72%
365 days       19       42.1%     -8.51%     32.59%    110.92%      -20.88%       86.05%    -85.87%    413.93%


========================================================================================================================
XMR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 42.04%
Rounded target for matching: 42%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       33.3%     -2.66%     -3.74%      6.50%      -10.57%        3.08%    -16.45%      4.09%
 14 days        6       50.0%     -0.85%      0.22%      7.79%       -7.95%        8.39%     -9.43%     13.07%
 30 days        6       83.3%      6.78%     10.68%      9.50%        0.71%       20.65%     -0.50%     26.33%
 90 days        6      100.0%     19.00%     24.82%     21.21%        2.56%       47.08%      1.82%     66.04%
180 days        4      100.0%    138.58%    155.70%     46.73%       81.34%      230.07%    112.28%    233.36%
365 days        4      100.0%    170.53%    168.16%     39.94%      104.61%      231.71%    114.22%    217.36%


========================================================================================================================

Chart 13: KAIA-USD (Overvalued by 11.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $0.210735 ($0.148831,-29% - $0.239458,+14%)
   +30d (1m): $0.374622,+77.8% ($0.274785,+30% - $0.510732,+142%)
   +60d (2m): $0.743405,+252.8% ($0.488828,+132% - $1.13,+436%)
   +90d (3m): $1.48,+600.0% ($0.856488,+306% - $2.54,+1106%)
   +180d (6m): $11.53,+5370.4% ($4.47,+2022% - $29.71,+13999%)
   +365d (1y): $789.14,+374370.7% ($129.47,+61337% - $4.8K,+2282361%)
   +EOY (189d): $14.16,+6619.1% ($5.27,+2401% - $38.03,+17948%)
   End-of-year outlook: 📈 Bullish Trend (+6619.1%)
   Confidence: 76.6% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 189 days | EOY Target: $14.16 (+6619.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

CRYPTO STATISTICS:
------------------------------------------------------------
Total crypto instruments analyzed: 96
Average R-squared: 0.7456
Best R-squared: 0.989422
Average annual growth: 592476.8%

Valuation breakdown:
  🟡 FAIR_VALUE: 41 (42.7%) - Hold/Monitor
  🟢 UNDERVALUED: 14 (14.6%) - Buy Opportunities
  🔴 OVERVALUED: 13 (13.5%) - Sell Warnings

Optimal window distribution:
  30 days: 35 instruments (36.5%)
  60 days: 4 instruments (4.2%)
  90 days: 11 instruments (11.5%)
  120 days: 3 instruments (3.1%)
  180 days: 14 instruments (14.6%)

📊 CRYPTO TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 14
  🔴 High-quality overvalued warnings: 13
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued cryptos with strong trends
  ⚠️  Consider reducing overvalued crypto positions

========================================================================================================================
🔥 TOP 8 CURRENCY INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    GBPUSD=X        0.933409 120 d        40.5%   1.3545          🟡 FAIR          -1.0%
2    DX-Y.NYB        0.913514 120 d       -31.0%   97.860          🟡 FAIR           0.6%
3    EURUSD=X        0.908810 120 d        49.8%   1.1599          🟡 FAIR          -0.4%
4    USDCHF=X        0.879506 120 d       -35.1%   0.8126          🟡 FAIR           0.9%
5    USDCAD=X        0.802629 90  d       -21.2%   1.3729          🟡 FAIR           0.8%
6    USDJPY=X        0.787992 120 d       -25.7%   145.93          🟡 FAIR           3.1%
7    NZDUSD=X        0.771623 120 d        27.9%   0.5995          🟡 FAIR          -0.6%
8    AUDUSD=X        0.637803 1000d        -4.8%   0.6478          🟡 FAIR           nan%

📊 DISPLAYING ALL 8 CURRENCY TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: GBPUSD=X (R² = 0.9334)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.3545 (1.3451,-1% - 1.3926,+3%)
   +30d (1m): 1.4075,+3.9% (1.3829,+2% - 1.4325,+6%)
   +60d (2m): 1.4474,+6.9% (1.4216,+5% - 1.4736,+9%)
   +90d (3m): 1.4884,+9.9% (1.4613,+8% - 1.5161,+12%)
   +180d (6m): 1.6186,+19.5% (1.5862,+17% - 1.6517,+22%)
   +365d (1y): 1.9232,+42.0% (1.8745,+38% - 1.9732,+46%)
   +EOY (189d): 1.6323,+20.5% (1.5992,+18% - 1.6660,+23%)
   End-of-year outlook: 📈 Bullish Trend (+20.5%)
   Confidence: 93.3% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 189 days | EOY Target: 1.6323 (+20.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GBPUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.79%
Rounded target for matching: 3%
Similar historical periods found: 435
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      435       46.4%     -0.14%     -0.13%      1.28%       -0.25%       -0.01%     -4.07%      4.47%
 14 days      435       47.1%     -0.11%     -0.04%      1.86%       -0.21%        0.14%     -6.01%      7.11%
 30 days      435       48.5%     -0.07%     -0.07%      2.61%       -0.31%        0.18%    -11.49%     10.74%
 90 days      414       55.1%      0.52%      0.10%      4.22%       -0.30%        0.51%    -11.59%     14.08%
180 days      414       54.1%      0.72%     -0.17%      6.20%       -0.77%        0.43%    -24.09%     11.11%
365 days      404       38.4%     -1.93%     -2.78%      8.88%       -3.65%       -1.92%    -32.38%     13.77%


========================================================================================================================
GBPUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 7.82%
Rounded target for matching: 8%
Similar historical periods found: 64
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       64       35.9%     -0.33%     -0.35%      1.51%       -0.73%        0.03%     -4.41%      4.14%
 14 days       64       45.3%     -0.08%     -0.41%      1.73%       -0.84%        0.02%     -4.32%      4.17%
 30 days       64       35.9%     -0.56%     -0.51%      1.99%       -1.01%       -0.02%     -4.70%      4.60%
 90 days       64       64.1%      1.14%      0.18%      3.59%       -0.71%        1.08%     -7.75%      6.08%
180 days       64       62.5%      1.86%      1.07%      4.99%       -0.17%        2.32%    -12.62%      9.27%
365 days       64       67.2%      1.07%      0.63%      6.05%       -0.88%        2.15%    -15.38%      9.93%


========================================================================================================================

Chart 2: DX-Y.NYB (R² = 0.9135)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 97.860 (95.132,-3% - 99.376,+2%)
   +30d (1m): 94.308,-3.6% (92.242,-6% - 96.421,-1%)
   +60d (2m): 91.473,-6.5% (89.429,-9% - 93.564,-4%)
   +90d (3m): 88.723,-9.3% (86.692,-11% - 90.803,-7%)
   +180d (6m): 80.960,-17.3% (78.924,-19% - 83.049,-15%)
   +365d (1y): 67.070,-31.5% (64.939,-34% - 69.270,-29%)
   +EOY (189d): 80.222,-18.0% (78.183,-20% - 82.314,-16%)
   End-of-year outlook: 📉 Bearish Trend (-18.0%)
   Confidence: 91.4% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 189 days | EOY Target: 80.222 (-18.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DXY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.86%
Rounded target for matching: -4%
Similar historical periods found: 662
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      662       45.0%     -0.17%     -0.13%      1.40%       -0.24%       -0.02%     -5.59%      6.99%
 14 days      662       43.1%     -0.27%     -0.31%      1.95%       -0.46%       -0.16%     -6.61%      7.56%
 30 days      662       40.2%     -0.85%     -0.59%      3.01%       -0.82%       -0.36%     -7.92%     10.63%
 90 days      642       42.8%     -1.11%     -0.33%      5.13%       -0.73%        0.06%    -11.47%     18.48%
180 days      642       47.7%     -0.30%      0.42%      8.26%       -0.22%        1.06%    -22.10%     20.82%
365 days      639       56.0%      1.41%     -0.13%     10.92%       -0.97%        0.72%    -30.13%     26.21%


========================================================================================================================
DXY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.81%
Rounded target for matching: -9%
Similar historical periods found: 241
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      241       46.1%     -0.22%     -0.08%      1.58%       -0.28%        0.12%     -4.80%      4.57%
 14 days      241       44.4%     -0.27%     -0.23%      1.93%       -0.48%        0.01%     -4.89%      6.61%
 30 days      241       53.1%      0.28%      0.03%      2.59%       -0.30%        0.36%     -6.40%     10.51%
 90 days      241       54.8%      0.48%      0.84%      5.55%        0.13%        1.54%    -11.45%     16.20%
180 days      241       53.1%      0.79%      0.66%      9.56%       -0.55%        1.87%    -20.62%     18.76%
365 days      241       68.9%      2.77%      0.54%     12.18%       -1.01%        2.08%    -27.05%     26.68%


========================================================================================================================

Chart 3: EURUSD=X (R² = 0.9088)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.1599 (1.1361,-2% - 1.1931,+3%)
   +30d (1m): 1.2036,+3.8% (1.1741,+1% - 1.2338,+6%)
   +60d (2m): 1.2442,+7.3% (1.2131,+5% - 1.2761,+10%)
   +90d (3m): 1.2862,+10.9% (1.2533,+8% - 1.3201,+14%)
   +180d (6m): 1.4210,+22.5% (1.3810,+19% - 1.4622,+26%)
   +365d (1y): 1.7441,+50.4% (1.6821,+45% - 1.8083,+56%)
   +EOY (189d): 1.4353,+23.7% (1.3944,+20% - 1.4773,+27%)
   End-of-year outlook: 📈 Bullish Trend (+23.7%)
   Confidence: 90.9% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 189 days | EOY Target: 1.4353 (+23.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
EURUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.54%
Rounded target for matching: 5%
Similar historical periods found: 167
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      167       46.1%     -0.15%     -0.08%      1.63%       -0.33%        0.17%     -5.98%      4.37%
 14 days      167       50.3%      0.01%      0.00%      2.04%       -0.31%        0.32%     -5.37%      4.99%
 30 days      167       53.9%      0.23%      0.34%      2.67%       -0.07%        0.75%     -6.39%      5.70%
 90 days      151       64.2%      1.84%      1.29%      4.12%        0.63%        1.95%    -10.58%     10.43%
180 days      151       50.3%      0.17%     -0.47%      7.41%       -1.66%        0.73%    -17.95%     12.19%
365 days      151       30.5%     -4.14%     -1.98%      7.40%       -3.17%       -0.79%    -13.41%     19.86%


========================================================================================================================
EURUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.87%
Rounded target for matching: 11%
Similar historical periods found: 30
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       53.3%      0.10%      0.05%      1.47%       -0.50%        0.60%     -3.46%      2.63%
 14 days       30       66.7%      0.81%      0.21%      1.92%       -0.51%        0.92%     -3.85%      2.69%
 30 days       30       56.7%      0.35%     -0.34%      2.15%       -1.14%        0.47%     -6.31%      3.38%
 90 days       30       60.0%      0.57%      0.62%      3.75%       -0.78%        2.02%     -9.82%      7.72%
180 days       30       36.7%     -1.93%     -2.11%      5.94%       -4.33%        0.11%    -18.91%      8.22%
365 days       30        6.7%     -3.16%     -3.88%      2.59%       -4.85%       -2.91%    -10.08%      0.94%


========================================================================================================================

Chart 4: USDCHF=X (R² = 0.8795)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 0.8126 (0.7807,-4% - 0.8299,+2%)
   +30d (1m): 0.7768,-4.4% (0.7531,-7% - 0.8013,-1%)
   +60d (2m): 0.7497,-7.7% (0.7263,-11% - 0.7738,-5%)
   +90d (3m): 0.7235,-11.0% (0.7004,-14% - 0.7474,-8%)
   +180d (6m): 0.6503,-20.0% (0.6275,-23% - 0.6739,-17%)
   +365d (1y): 0.5223,-35.7% (0.4992,-39% - 0.5465,-33%)
   +EOY (189d): 0.6434,-20.8% (0.6206,-24% - 0.6671,-18%)
   End-of-year outlook: 📉 Bearish Trend (-20.8%)
   Confidence: 88.0% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 189 days | EOY Target: 0.6434 (-20.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDCHF - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.82%
Rounded target for matching: -4%
Similar historical periods found: 271
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      271       51.3%      0.03%     -0.03%      1.65%       -0.23%        0.17%     -5.35%      5.54%
 14 days      271       43.2%     -0.29%     -0.28%      2.06%       -0.52%       -0.03%     -5.69%      5.68%
 30 days      271       50.2%      0.04%     -0.16%      2.69%       -0.49%        0.16%     -9.14%      7.86%
 90 days      267       52.1%      0.28%     -0.01%      5.17%       -0.63%        0.62%    -16.62%     14.38%
180 days      267       48.7%     -0.08%     -0.10%      6.29%       -0.86%        0.65%    -15.11%     14.21%
365 days      252       51.6%      0.40%     -0.14%      6.51%       -0.95%        0.66%    -18.23%     15.11%


========================================================================================================================
USDCHF - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.04%
Rounded target for matching: -10%
Similar historical periods found: 52
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       52       53.8%      0.17%      0.08%      2.33%       -0.57%        0.73%     -5.95%      3.98%
 14 days       52       51.9%      0.77%     -0.45%      3.92%       -1.54%        0.64%    -12.16%     10.34%
 30 days       52       44.2%     -0.47%     -0.02%      4.23%       -1.19%        1.16%     -9.43%     15.84%
 90 days       52       67.3%      5.21%      3.13%      6.27%        1.38%        4.88%     -9.16%     18.41%
180 days       52       78.8%      9.02%      5.97%      9.87%        3.23%        8.72%    -16.26%     21.51%
365 days       52       73.1%      6.48%      4.14%      7.19%        2.13%        6.14%     -9.45%     17.03%


========================================================================================================================

Chart 5: USDCAD=X (R² = 0.8026)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: 1.3729 (1.3386,-2% - 1.3851,+1%)
   +30d (1m): 1.3353,-2.7% (1.3120,-4% - 1.3589,-1%)
   +60d (2m): 1.3094,-4.6% (1.2857,-6% - 1.3335,-3%)
   +90d (3m): 1.2840,-6.5% (1.2596,-8% - 1.3087,-5%)
   +180d (6m): 1.2107,-11.8% (1.1835,-14% - 1.2384,-10%)
   +365d (1y): 1.0729,-21.9% (1.0386,-24% - 1.1083,-19%)
   +EOY (189d): 1.2036,-12.3% (1.1761,-14% - 1.2317,-10%)
   End-of-year outlook: 📉 Bearish Trend (-12.3%)
   Confidence: 80.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-3%)
   📅 Days until EOY 2025: 189 days | EOY Target: 1.2036 (-12.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDCAD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.76%
Rounded target for matching: -2%
Similar historical periods found: 640
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      640       54.4%      0.14%      0.14%      1.30%        0.04%        0.24%     -3.99%      7.51%
 14 days      640       54.7%      0.23%      0.27%      1.87%        0.12%        0.41%     -4.84%     14.08%
 30 days      640       57.3%      0.49%      0.42%      2.49%        0.23%        0.61%     -7.31%     15.23%
 90 days      634       58.0%      1.06%      0.72%      4.47%        0.38%        1.07%    -12.96%     23.19%
180 days      634       56.5%      0.98%      1.10%      6.41%        0.60%        1.60%    -15.03%     26.02%
365 days      616       56.5%      1.59%      1.83%      8.91%        1.13%        2.54%    -17.63%     27.90%


========================================================================================================================
USDCAD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.27%
Rounded target for matching: -3%
Similar historical periods found: 303
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      303       47.9%     -0.05%     -0.06%      1.27%       -0.20%        0.09%     -4.79%      4.49%
 14 days      303       41.9%     -0.42%     -0.14%      1.74%       -0.33%        0.06%     -5.55%      5.24%
 30 days      303       39.9%     -0.80%     -0.55%      2.32%       -0.81%       -0.29%     -9.89%      5.88%
 90 days      297       44.4%     -1.13%     -0.63%      3.69%       -1.05%       -0.21%    -10.63%     10.79%
180 days      297       50.2%      0.02%      0.65%      6.33%       -0.07%        1.37%    -13.36%     26.05%
365 days      297       44.4%     -1.15%     -0.62%      8.50%       -1.59%        0.35%    -16.18%     28.28%


========================================================================================================================

Chart 6: USDJPY=X (R² = 0.7880)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 145.93 (137.40,-6% - 145.73,-0%)
   +30d (1m): 138.09,-5.4% (134.02,-8% - 142.28,-3%)
   +60d (2m): 134.76,-7.7% (130.71,-10% - 138.93,-5%)
   +90d (3m): 131.51,-9.9% (127.46,-13% - 135.68,-7%)
   +180d (6m): 122.22,-16.2% (118.09,-19% - 126.49,-13%)
   +365d (1y): 105.13,-28.0% (100.65,-31% - 109.81,-25%)
   +EOY (189d): 121.33,-16.9% (117.18,-20% - 125.61,-14%)
   End-of-year outlook: 📉 Bearish Trend (-16.9%)
   Confidence: 78.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈-5%)
   📅 Days until EOY 2025: 189 days | EOY Target: 121.33 (-16.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDJPY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.61%
Rounded target for matching: -2%
Similar historical periods found: 637
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      637       52.3%      0.11%     -0.00%      1.72%       -0.14%        0.13%     -6.10%      6.19%
 14 days      637       52.9%      0.17%      0.06%      2.24%       -0.11%        0.23%     -7.43%      7.23%
 30 days      637       52.0%      0.16%      0.10%      3.32%       -0.16%        0.36%    -14.18%     10.53%
 90 days      629       55.3%      0.58%      0.36%      5.56%       -0.08%        0.80%    -18.44%     19.00%
180 days      626       53.2%      0.43%      0.37%      7.24%       -0.20%        0.94%    -16.00%     27.54%
365 days      616       45.3%     -1.07%      1.57%     12.15%        0.61%        2.53%    -27.51%     34.65%


========================================================================================================================
USDJPY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.62%
Rounded target for matching: -5%
Similar historical periods found: 274
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      274       52.2%      0.08%      0.03%      1.50%       -0.15%        0.21%     -4.95%      5.09%
 14 days      274       55.5%      0.23%      0.14%      2.02%       -0.10%        0.38%     -5.32%      5.41%
 30 days      274       60.6%      0.54%      0.26%      3.14%       -0.12%        0.63%    -11.08%     10.46%
 90 days      271       62.7%      1.51%      1.01%      5.42%        0.36%        1.66%    -11.23%     15.82%
180 days      259       61.8%      2.85%      2.18%      7.64%        1.24%        3.11%    -13.14%     27.36%
365 days      255       50.6%      0.23%      1.81%     11.76%        0.36%        3.26%    -18.18%     34.65%


========================================================================================================================

Chart 7: NZDUSD=X (R² = 0.7716)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 0.5995 (0.5880,-2% - 0.6189,+3%)
   +30d (1m): 0.6156,+2.7% (0.5998,+0% - 0.6318,+5%)
   +60d (2m): 0.6282,+4.8% (0.6117,+2% - 0.6450,+8%)
   +90d (3m): 0.6410,+6.9% (0.6238,+4% - 0.6586,+10%)
   +180d (6m): 0.6811,+13.6% (0.6611,+10% - 0.7017,+17%)
   +365d (1y): 0.7716,+28.7% (0.7430,+24% - 0.8014,+34%)
   +EOY (189d): 0.6853,+14.3% (0.6649,+11% - 0.7062,+18%)
   End-of-year outlook: 📈 Bullish Trend (+14.3%)
   Confidence: 77.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 189 days | EOY Target: 0.6853 (+14.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NZDUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.29%
Rounded target for matching: 2%
Similar historical periods found: 525
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      525       47.4%     -0.11%     -0.09%      1.78%       -0.24%        0.06%     -5.70%      6.14%
 14 days      525       48.4%     -0.06%     -0.09%      2.55%       -0.30%        0.13%     -9.83%      8.23%
 30 days      525       47.6%     -0.17%     -0.14%      3.60%       -0.44%        0.17%    -10.96%     10.24%
 90 days      511       47.9%     -0.34%     -0.22%      5.99%       -0.74%        0.30%    -15.94%     19.65%
180 days      510       43.7%     -1.65%     -0.91%      9.45%       -1.73%       -0.09%    -34.17%     32.27%
365 days      495       49.9%     -0.06%     -1.55%     11.81%       -2.60%       -0.51%    -27.36%     26.69%


========================================================================================================================
NZDUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.55%
Rounded target for matching: 6%
Similar historical periods found: 246
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      246       47.2%     -0.08%     -0.31%      1.85%       -0.54%       -0.07%     -8.75%      3.38%
 14 days      246       42.3%     -0.51%     -0.54%      2.54%       -0.86%       -0.22%     -8.07%      5.20%
 30 days      246       45.1%     -0.50%     -0.49%      3.36%       -0.91%       -0.06%     -8.98%      8.74%
 90 days      244       48.4%     -0.14%     -0.73%      5.44%       -1.41%       -0.04%    -16.31%     16.49%
180 days      244       47.5%     -0.32%      0.08%      8.64%       -1.00%        1.17%    -34.32%     25.31%
365 days      240       38.3%     -2.90%     -3.30%     10.41%       -4.63%       -1.98%    -27.36%     23.76%


========================================================================================================================

Chart 8: AUDUSD=X (R² = 0.6378)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: 0.6478 (0.5939,-8% - 0.6664,+3%)
   +30d (1m): 0.6266,-3.3% (0.5915,-9% - 0.6637,+2%)
   +60d (2m): 0.6240,-3.7% (0.5891,-9% - 0.6611,+2%)
   +90d (3m): 0.6215,-4.1% (0.5867,-9% - 0.6584,+2%)
   +180d (6m): 0.6140,-5.2% (0.5796,-11% - 0.6505,+0%)
   +365d (1y): 0.5989,-7.5% (0.5653,-13% - 0.6346,-2%)
   +EOY (189d): 0.6133,-5.3% (0.5789,-11% - 0.6497,+0%)
   End-of-year outlook: 📉 Bearish Trend (-5.3%)
   Confidence: 63.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 65 periods in chart (90d ROC≈3%)
   📅 Days until EOY 2025: 189 days | EOY Target: 0.6133 (-5.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AUDUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.66%
Rounded target for matching: 2%
Similar historical periods found: 444
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      444       49.1%     -0.02%     -0.00%      1.62%       -0.15%        0.15%     -5.12%      5.96%
 14 days      444       51.4%      0.05%      0.00%      2.64%       -0.25%        0.25%     -9.55%      7.36%
 30 days      444       47.3%     -0.22%      0.94%     23.91%       -1.29%        3.17%    -15.17%    498.07%
 90 days      432       45.6%     -0.39%      0.17%     25.28%       -2.22%        2.56%    -37.30%    499.40%
180 days      431       45.0%     -1.22%     -1.32%     10.47%       -2.31%       -0.32%    -33.01%     38.96%
365 days      403       41.4%     -3.03%     -1.48%     12.75%       -2.73%       -0.23%    -27.69%     38.16%


========================================================================================================================
AUDUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 2.55%
Rounded target for matching: 3%
Similar historical periods found: 302
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      302       51.0%      0.06%      0.01%      1.72%       -0.18%        0.20%     -6.04%      5.92%
 14 days      302       52.0%      0.12%      1.46%     27.73%       -1.68%        4.60%     -9.42%    480.89%
 30 days      302       50.7%      0.05%     -0.06%      3.81%       -0.49%        0.38%    -15.17%     12.28%
 90 days      296       60.8%      1.57%      0.49%      7.12%       -0.33%        1.30%    -33.26%     23.62%
180 days      296       51.0%      0.10%     -0.80%     10.31%       -1.97%        0.38%    -31.86%     43.02%
365 days      260       45.4%     -2.44%     -0.71%     13.03%       -2.30%        0.89%    -26.10%     39.50%


========================================================================================================================

CURRENCY STATISTICS:
------------------------------------------------------------
Total currency instruments analyzed: 8
Average R-squared: 0.8294
Best R-squared: 0.933409
Average annual growth: 0.0%

Valuation breakdown:
  🟡 FAIR_VALUE: 7 (87.5%) - Hold/Monitor

Optimal window distribution:
  90 days: 1 instruments (12.5%)
  120 days: 6 instruments (75.0%)
  1000 days: 1 instruments (12.5%)

📊 CURRENCY TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 0
  🔴 High-quality overvalued warnings: 0
  📈 Top trend performers displayed: 8

========================================================================================================================
🔥 TOP 15 FUTURES INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    GC=F            0.955935 500 d        35.4%   $3.3K           🟡 FAIR           2.3%
2    KC=F            0.930362 500 d        69.9%   $312.80         🟢 UNDER        -22.1%
3    LE=F            0.924028 1000d        14.4%   $209.68         🟡 FAIR          -2.0%
4    DX=F            0.913374 120 d       -22.7%   $97.56          🟡 FAIR           0.6%
5    PL=F            0.912578 30  d      1280.7%   $1.3K           🟡 FAIR          -1.1%
6    ES=F            0.910768 750 d        19.4%   $6.1K           🟡 FAIR          -1.8%
7    NQ=F            0.902173 750 d        27.4%   $22.4K          🟡 FAIR          -3.4%
8    HE=F            0.882785 60  d       195.0%   $112.03         🟡 FAIR           3.2%
9    CC=F            0.882515 750 d        86.2%   $8.8K           🟢 UNDER        -29.4%
10   YM=F            0.878386 750 d        13.2%   $43.4K          🟡 FAIR          -2.5%
11   SB=F            0.872856 30  d       -59.8%   $16.33          🟡 FAIR           1.6%
12   ZS=F            0.866691 750 d       -16.0%   $1.0K           🟡 FAIR           9.0%
13   PA=F            0.860374 1000d       -25.0%   $1.1K           🔴 OVER          34.3%
14   SI=F            0.853008 750 d        21.5%   $35.70          🟡 FAIR           4.5%
15   OJ=F            0.791100 180 d       -73.2%   $228.75         🟡 FAIR          -0.3%

📊 DISPLAYING ALL 15 FUTURES TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: GC=F (R² = 0.9559)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $3.3K ($3.0K,-9% - $3.5K,+5%)
   +30d (1m): $3.4K,+1.3% ($3.1K,-6% - $3.6K,+9%)
   +60d (2m): $3.5K,+5.1% ($3.2K,-2% - $3.8K,+13%)
   +90d (3m): $3.6K,+8.9% ($3.4K,+1% - $3.9K,+17%)
   +180d (6m): $4.0K,+21.4% ($3.7K,+13% - $4.3K,+31%)
   +365d (1y): $5.0K,+51.6% ($4.7K,+41% - $5.4K,+63%)
   +EOY (189d): $4.1K,+22.7% ($3.8K,+14% - $4.4K,+32%)
   End-of-year outlook: 📈 Bullish Trend (+22.7%)
   Confidence: 95.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈13%)
   📅 Days until EOY 2025: 189 days | EOY Target: $4.1K (+22.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.02%
Rounded target for matching: 3%
Similar historical periods found: 399
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      399       55.9%      0.26%      0.26%      2.66%        0.00%        0.53%    -11.49%     11.47%
 14 days      399       58.9%      1.06%      1.04%      3.63%        0.68%        1.39%    -13.82%     13.25%
 30 days      399       64.4%      1.78%      2.04%      5.19%        1.53%        2.55%    -16.81%     23.35%
 90 days      398       77.9%      5.63%      5.76%      8.30%        4.94%        6.57%    -22.40%     29.53%
180 days      391       82.9%     10.54%     11.30%     13.48%        9.96%       12.64%    -28.87%     64.30%
365 days      378       90.7%     21.49%     22.72%     19.48%       20.75%       24.69%    -26.29%     71.62%


========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 13.38%
Rounded target for matching: 13%
Similar historical periods found: 114
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      114       60.5%      0.72%      0.62%      3.10%        0.04%        1.19%     -5.67%     12.72%
 14 days      114       60.5%      0.52%      0.98%      4.22%        0.20%        1.76%     -7.33%     14.20%
 30 days      114       50.0%     -0.04%      1.24%      5.60%        0.20%        2.28%    -10.67%     15.06%
 90 days      111       65.8%      4.63%      4.22%      8.08%        2.70%        5.74%    -16.22%     35.63%
180 days      110       70.0%      8.05%      7.37%     12.09%        5.09%        9.66%    -31.00%     39.89%
365 days      100       89.0%     14.45%     16.11%     16.56%       12.83%       19.40%    -26.06%     48.72%


========================================================================================================================

Chart 2: KC=F (R² = 0.9304)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $312.80 ($340.91,+9% - $473.15,+51%)
   +30d (1m): $427.79,+36.8% ($363.08,+16% - $504.05,+61%)
   +60d (2m): $455.67,+45.7% ($386.68,+24% - $536.96,+72%)
   +90d (3m): $485.36,+55.2% ($411.81,+32% - $572.04,+83%)
   +180d (6m): $586.56,+87.5% ($497.41,+59% - $691.68,+121%)
   +365d (1y): $865.70,+176.8% ($733.04,+134% - $1.0K,+227%)
   +EOY (189d): $597.77,+91.1% ($506.89,+62% - $704.95,+125%)
   End-of-year outlook: 📈 Bullish Trend (+91.1%)
   Confidence: 93.0% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 189 days | EOY Target: $597.77 (+91.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -21.24%
Rounded target for matching: -21%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       38.5%     -0.99%      0.32%      5.55%       -3.03%        3.68%     -7.44%     10.32%
 14 days       13       76.9%      3.05%      3.86%      8.28%       -1.14%        8.86%    -14.86%     17.85%
 30 days       13       84.6%      6.96%      6.60%      7.31%        2.18%       11.02%     -5.94%     25.22%
 90 days       13       46.2%     -1.11%      4.92%     14.15%       -3.62%       13.47%    -15.49%     27.44%
180 days       13       53.8%      0.93%      7.84%     23.22%       -6.19%       21.87%    -21.35%     48.15%
365 days       13       92.3%     30.30%     49.91%     49.53%       19.98%       79.83%    -23.01%    117.73%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -27.56%
Rounded target for matching: -28%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       57.1%      1.27%      0.62%      5.67%       -2.65%        3.90%    -12.27%      9.34%
 14 days       14       78.6%      3.38%      2.11%      6.51%       -1.65%        5.87%    -14.13%     13.04%
 30 days       14       57.1%      6.40%      4.51%     11.52%       -2.14%       11.16%    -14.62%     20.72%
 90 days       14       57.1%      1.41%     -1.06%      8.22%       -5.81%        3.68%    -17.14%     11.20%
180 days       14       14.3%     -8.72%    -10.07%      9.38%      -15.49%       -4.65%    -27.78%      5.27%
365 days       14       42.9%    -14.61%     -4.19%     26.85%      -19.70%       11.31%    -33.20%     40.77%


========================================================================================================================

Chart 3: LE=F (R² = 0.9240)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $209.68 ($196.21,-6% - $233.52,+11%)
   +30d (1m): $217.52,+3.7% ($199.38,-5% - $237.30,+13%)
   +60d (2m): $221.03,+5.4% ($202.60,-3% - $241.14,+15%)
   +90d (3m): $224.61,+7.1% ($205.88,-2% - $245.04,+17%)
   +180d (6m): $235.68,+12.4% ($216.01,+3% - $257.14,+23%)
   +365d (1y): $260.19,+24.1% ($238.44,+14% - $283.92,+35%)
   +EOY (189d): $236.82,+12.9% ($217.05,+4% - $258.38,+23%)
   End-of-year outlook: 📈 Bullish Trend (+12.9%)
   Confidence: 92.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 53 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 189 days | EOY Target: $236.82 (+12.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.33%
Rounded target for matching: -2%
Similar historical periods found: 329
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      329       51.7%      0.03%     -0.02%      3.45%       -0.40%        0.35%    -13.77%     11.18%
 14 days      329       49.5%     -0.10%     -0.18%      4.69%       -0.69%        0.33%    -14.61%     12.76%
 30 days      329       52.3%      0.53%      0.13%      6.28%       -0.55%        0.82%    -23.99%     14.77%
 90 days      325       58.2%      1.51%      1.50%      9.51%        0.46%        2.54%    -20.66%     32.99%
180 days      320       65.0%      3.47%      2.91%     11.16%        1.68%        4.14%    -22.45%     32.90%
365 days      307       55.7%      3.12%      5.40%     17.46%        3.44%        7.36%    -32.14%     44.79%


========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.28%
Rounded target for matching: 5%
Similar historical periods found: 234
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      234       53.4%      0.26%     -0.15%      3.22%       -0.56%        0.27%    -14.58%      7.60%
 14 days      234       60.7%      0.85%      0.47%      4.32%       -0.09%        1.03%    -17.20%     10.92%
 30 days      234       61.1%      1.76%      0.87%      5.30%        0.19%        1.55%    -15.88%     13.76%
 90 days      225       55.1%      0.88%      1.36%      8.93%        0.19%        2.53%    -21.56%     26.47%
180 days      221       61.5%      2.60%      2.81%      8.87%        1.63%        3.98%    -27.64%     38.48%
365 days      209       58.9%      2.63%      6.52%     17.45%        4.14%        8.90%    -29.68%     44.53%


========================================================================================================================

Chart 4: DX=F (R² = 0.9134)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $97.56 ($94.86,-3% - $99.11,+2%)
   +30d (1m): $94.04,-3.6% ($91.98,-6% - $96.15,-1%)
   +60d (2m): $91.21,-6.5% ($89.16,-9% - $93.30,-4%)
   +90d (3m): $88.46,-9.3% ($86.43,-11% - $90.54,-7%)
   +180d (6m): $80.70,-17.3% ($78.67,-19% - $82.79,-15%)
   +365d (1y): $66.83,-31.5% ($64.70,-34% - $69.03,-29%)
   +EOY (189d): $79.97,-18.0% ($77.93,-20% - $82.06,-16%)
   End-of-year outlook: 📉 Bearish Trend (-18.0%)
   Confidence: 91.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-8%)
   📅 Days until EOY 2025: 189 days | EOY Target: $79.97 (-18.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.24%
Rounded target for matching: -3%
Similar historical periods found: 478
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      478       43.3%     -0.18%     -0.14%      1.29%       -0.26%       -0.03%     -4.46%      7.03%
 14 days      478       43.1%     -0.26%     -0.29%      1.78%       -0.45%       -0.13%     -5.62%      4.96%
 30 days      478       47.7%     -0.17%     -0.32%      2.57%       -0.55%       -0.09%     -8.27%      8.00%
 90 days      463       44.3%     -0.66%     -0.41%      4.08%       -0.78%       -0.03%    -11.01%     10.60%
180 days      463       46.7%     -0.56%     -0.36%      6.05%       -0.91%        0.19%    -13.08%     18.18%
365 days      442       53.4%      0.74%      1.11%      8.57%        0.31%        1.91%    -20.06%     25.90%


========================================================================================================================
DX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.46%
Rounded target for matching: -8%
Similar historical periods found: 131
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      131       45.8%     -0.09%      0.08%      1.33%       -0.15%        0.31%     -2.43%      4.34%
 14 days      131       47.3%     -0.17%      0.01%      1.86%       -0.32%        0.33%     -3.76%      4.75%
 30 days      131       47.3%     -0.16%     -0.11%      2.18%       -0.49%        0.26%     -6.00%      5.40%
 90 days      124       31.5%     -1.26%     -1.28%      3.01%       -1.82%       -0.75%     -7.17%      4.97%
180 days      124       46.8%     -0.64%     -1.62%      6.24%       -2.73%       -0.51%    -11.90%     15.74%
365 days      124       36.3%     -1.52%     -4.28%      7.49%       -5.61%       -2.94%    -21.20%      7.32%


========================================================================================================================

Chart 5: PL=F (R² = 0.9126)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $1.3K ($1.2K,-5% - $1.4K,+7%)
   +30d (1m): $1.8K,+38.3% ($1.7K,+28% - $2.0K,+50%)
   +60d (2m): $2.5K,+89.0% ($2.2K,+70% - $2.7K,+110%)
   +90d (3m): $3.4K,+158.3% ($2.9K,+125% - $3.9K,+197%)
   +180d (6m): $8.6K,+559.7% ($6.8K,+418% - $11.0K,+740%)
   +365d (1y): $59.1K,+4432.6% ($37.3K,+2758% - $93.8K,+7089%)
   +EOY (189d): $9.4K,+624.6% ($7.3K,+463% - $12.2K,+832%)
   End-of-year outlook: 📈 Bullish Trend (+624.6%)
   Confidence: 91.3% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 189 days | EOY Target: $9.4K (+624.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 26.17%
Rounded target for matching: 26%
Similar historical periods found: 25
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       25       60.0%      0.20%     -2.69%      9.88%       -6.77%        1.39%    -43.95%      8.93%
 14 days       25       52.0%      0.34%     -1.98%     10.23%       -6.20%        2.24%    -42.84%     14.58%
 30 days       25       48.0%     -0.66%     -1.48%     10.98%       -6.01%        3.05%    -48.31%     11.30%
 90 days       25       60.0%      2.06%      0.76%     10.71%       -3.66%        5.18%    -34.19%     15.79%
180 days       25       72.0%     12.46%      9.31%     13.95%        3.55%       15.07%    -24.81%     26.85%
365 days       25       72.0%     11.52%     13.90%     22.81%        4.48%       23.32%    -24.00%     54.71%


========================================================================================================================

Chart 6: ES=F (R² = 0.9108)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $6.1K ($5.7K,-7% - $6.9K,+12%)
   +30d (1m): $6.4K,+4.0% ($5.8K,-5% - $7.0K,+14%)
   +60d (2m): $6.5K,+6.3% ($5.9K,-3% - $7.2K,+17%)
   +90d (3m): $6.7K,+8.5% ($6.1K,-1% - $7.3K,+19%)
   +180d (6m): $7.1K,+15.6% ($6.5K,+5% - $7.8K,+27%)
   +365d (1y): $8.1K,+31.7% ($7.4K,+20% - $8.9K,+45%)
   +EOY (189d): $7.1K,+16.3% ($6.5K,+6% - $7.9K,+28%)
   End-of-year outlook: 📈 Bullish Trend (+16.3%)
   Confidence: 91.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 18 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 189 days | EOY Target: $7.1K (+16.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.74%
Rounded target for matching: 5%
Similar historical periods found: 405
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      405       62.2%      0.41%      0.25%      1.81%        0.08%        0.43%     -7.25%      5.41%
 14 days      405       60.5%      0.71%      0.19%      2.96%       -0.10%        0.48%    -16.31%      7.10%
 30 days      405       64.4%      1.22%      0.60%      4.77%        0.13%        1.06%    -25.27%      9.61%
 90 days      405       71.4%      3.78%      2.86%      7.52%        2.13%        3.60%    -27.07%     17.35%
180 days      403       77.4%      8.05%      5.88%     11.48%        4.75%        7.00%    -41.90%     29.55%
365 days      371       78.4%     15.68%     11.17%     19.70%        9.16%       13.18%    -55.79%     54.21%


========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.13%
Rounded target for matching: 0%
Similar historical periods found: 239
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      239       52.3%      0.18%     -0.16%      3.00%       -0.55%        0.22%    -19.87%      5.53%
 14 days      239       60.7%      0.81%      0.20%      3.76%       -0.28%        0.68%    -25.91%      7.64%
 30 days      239       66.5%      1.82%      0.88%      4.96%        0.25%        1.51%    -11.42%     10.75%
 90 days      237       75.9%      4.89%      3.89%      8.25%        2.83%        4.94%    -37.71%     24.50%
180 days      237       74.7%      7.61%      5.84%     12.85%        4.19%        7.48%    -49.55%     37.23%
365 days      237       84.0%     15.27%     12.47%     19.22%       10.01%       14.93%    -43.40%     49.21%


========================================================================================================================

Chart 7: NQ=F (R² = 0.9022)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $22.4K ($20.3K,-10% - $26.5K,+18%)
   +30d (1m): $23.9K,+6.5% ($20.9K,-7% - $27.3K,+22%)
   +60d (2m): $24.6K,+9.6% ($21.5K,-4% - $28.1K,+25%)
   +90d (3m): $25.3K,+12.8% ($22.1K,-1% - $28.9K,+29%)
   +180d (6m): $27.6K,+23.0% ($24.1K,+7% - $31.6K,+41%)
   +365d (1y): $32.9K,+47.0% ($28.8K,+28% - $37.7K,+68%)
   +EOY (189d): $27.8K,+24.1% ($24.3K,+8% - $31.8K,+42%)
   End-of-year outlook: 📈 Bullish Trend (+24.1%)
   Confidence: 90.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 12 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 189 days | EOY Target: $27.8K (+24.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 6.96%
Rounded target for matching: 7%
Similar historical periods found: 292
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      292       58.2%      0.52%      0.03%      2.94%       -0.31%        0.37%    -14.01%      6.55%
 14 days      292       56.8%      0.69%      0.05%      3.96%       -0.40%        0.51%    -14.23%      7.86%
 30 days      292       54.8%      0.99%      0.34%      6.06%       -0.36%        1.04%    -31.78%     14.07%
 90 days      292       68.2%      3.45%      2.81%      9.72%        1.69%        3.93%    -38.09%     40.88%
180 days      289       77.5%     11.97%      8.91%     14.69%        7.21%       10.61%    -46.98%     52.32%
365 days      277       83.4%     18.10%     20.50%     25.35%       17.51%       23.50%    -58.48%     69.85%


========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.33%
Rounded target for matching: 1%
Similar historical periods found: 181
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      181       60.8%      0.76%      0.83%      3.29%        0.35%        1.32%     -9.28%     13.78%
 14 days      181       65.2%      1.80%      0.99%      4.30%        0.36%        1.62%    -11.25%     12.24%
 30 days      181       65.7%      2.59%      1.16%      7.85%        0.00%        2.31%    -32.69%     15.65%
 90 days      180       65.6%      5.86%      3.93%     12.10%        2.16%        5.71%    -34.95%     41.76%
180 days      175       88.6%      9.28%      8.98%     14.45%        6.82%       11.13%    -40.93%     51.15%
365 days      174       90.2%     21.65%     23.26%     20.99%       20.12%       26.40%    -33.68%     74.69%


========================================================================================================================

Chart 8: HE=F (R² = 0.8828)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 60 days):
   Current: $112.03 ($102.63,-8% - $114.79,+2%)
   +30d (1m): $123.46,+10.2% ($116.30,+4% - $131.06,+17%)
   +60d (2m): $140.43,+25.4% ($131.52,+17% - $149.95,+34%)
   +90d (3m): $159.74,+42.6% ($148.50,+33% - $171.83,+53%)
   +180d (6m): $235.07,+109.8% ($212.53,+90% - $260.01,+132%)
   +365d (1y): $520.15,+364.3% ($439.45,+292% - $615.68,+450%)
   +EOY (189d): $244.33,+118.1% ($220.22,+97% - $271.08,+142%)
   End-of-year outlook: 📈 Bullish Trend (+118.1%)
   Confidence: 88.3% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 189 days | EOY Target: $244.33 (+118.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 23.96%
Rounded target for matching: 24%
Similar historical periods found: 17
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       17       41.2%     -0.89%     -1.37%      5.47%       -4.18%        1.44%    -16.41%      7.54%
 14 days       17       52.9%      3.45%      0.17%      8.63%       -4.26%        4.61%    -22.19%     15.28%
 30 days       17       47.1%     -0.90%     -1.17%     12.27%       -7.47%        5.14%    -26.41%     14.50%
 90 days       17       17.6%    -18.67%    -14.63%     15.85%      -22.77%       -6.48%    -30.66%     28.44%
180 days       17       11.8%     -9.74%     -5.73%     30.04%      -21.18%        9.72%    -34.97%     82.98%
365 days       16       25.0%    -22.58%    -12.13%     29.16%      -27.67%        3.41%    -44.58%     63.29%


========================================================================================================================
HE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 25.24%
Rounded target for matching: 25%
Similar historical periods found: 53
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       53       56.6%      0.95%      0.57%      5.23%       -0.87%        2.01%    -15.36%     16.24%
 14 days       53       47.2%     -1.53%     -1.54%      7.20%       -3.52%        0.45%    -22.48%     11.04%
 30 days       53       49.1%     -0.47%      0.34%     11.63%       -2.87%        3.54%    -30.61%     24.36%
 90 days       53       32.1%    -13.88%     -5.68%     25.37%      -12.68%        1.31%    -49.30%     64.90%
180 days       53       28.3%     -6.32%     -3.86%     19.28%       -9.18%        1.45%    -54.26%     37.60%
365 days       51       27.5%    -21.00%     -9.86%     29.35%      -18.11%       -1.60%    -58.16%     63.26%


========================================================================================================================

Chart 9: CC=F (R² = 0.8825)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.8K ($8.5K,-4% - $18.3K,+108%)
   +30d (1m): $13.4K,+52.5% ($9.1K,+4% - $19.7K,+124%)
   +60d (2m): $14.5K,+64.2% ($9.9K,+12% - $21.2K,+141%)
   +90d (3m): $15.6K,+76.8% ($10.6K,+20% - $22.9K,+160%)
   +180d (6m): $19.4K,+120.8% ($13.2K,+50% - $28.6K,+224%)
   +365d (1y): $30.7K,+248.5% ($20.9K,+137% - $45.2K,+413%)
   +EOY (189d): $19.9K,+125.7% ($13.5K,+54% - $29.2K,+232%)
   End-of-year outlook: 📈 Bullish Trend (+125.7%)
   Confidence: 88.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-12%)
   📅 Days until EOY 2025: 189 days | EOY Target: $19.9K (+125.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.16%
Rounded target for matching: -6%
Similar historical periods found: 187
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      187       52.9%      0.32%      0.29%      4.74%       -0.39%        0.97%    -13.59%     15.17%
 14 days      187       54.5%      0.83%      0.98%      6.54%        0.04%        1.93%    -18.88%     21.41%
 30 days      187       55.6%      1.35%      1.59%      9.88%        0.17%        3.02%    -23.86%     60.55%
 90 days      186       59.7%      3.46%      4.45%     16.06%        2.12%        6.77%    -28.49%     53.33%
180 days      185       60.0%      6.15%      6.84%     19.88%        3.96%        9.73%    -37.49%     77.79%
365 days      183       76.5%     13.62%     21.13%     34.71%       16.07%       26.19%    -39.24%    143.52%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.96%
Rounded target for matching: -12%
Similar historical periods found: 104
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      104       58.7%      0.84%      1.49%      4.95%        0.53%        2.45%    -11.70%     15.17%
 14 days      104       61.5%      1.72%      1.98%      6.93%        0.64%        3.33%    -19.42%     23.48%
 30 days      104       57.7%      1.94%      2.04%     10.82%       -0.06%        4.14%    -27.04%     29.27%
 90 days      101       68.3%      5.78%      3.59%     13.12%        1.00%        6.18%    -28.77%     37.65%
180 days      101       68.3%      8.40%      7.91%     22.10%        3.55%       12.28%    -32.16%     71.62%
365 days       97       64.9%      6.39%     12.90%     35.95%        5.66%       20.15%    -36.11%    169.86%


========================================================================================================================

Chart 10: YM=F (R² = 0.8784)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $43.4K ($41.2K,-5% - $48.2K,+11%)
   +30d (1m): $45.2K,+4.1% ($41.8K,-4% - $48.9K,+13%)
   +60d (2m): $45.9K,+5.7% ($42.4K,-2% - $49.6K,+14%)
   +90d (3m): $46.6K,+7.2% ($43.1K,-1% - $50.3K,+16%)
   +180d (6m): $48.7K,+12.1% ($45.0K,+4% - $52.6K,+21%)
   +365d (1y): $53.3K,+22.7% ($49.3K,+13% - $57.6K,+33%)
   +EOY (189d): $48.9K,+12.6% ($45.2K,+4% - $52.9K,+22%)
   End-of-year outlook: 📈 Bullish Trend (+12.6%)
   Confidence: 87.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 27 periods in chart (90d ROC≈-3%)
   📅 Days until EOY 2025: 189 days | EOY Target: $48.9K (+12.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.19%
Rounded target for matching: 2%
Similar historical periods found: 594
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      594       56.2%      0.26%     -0.01%      2.12%       -0.18%        0.16%    -13.54%      4.29%
 14 days      594       59.8%      0.49%     -0.11%      3.13%       -0.36%        0.14%    -19.18%      6.25%
 30 days      594       58.9%      0.84%     -0.14%      5.47%       -0.58%        0.30%    -36.31%     10.21%
 90 days      591       66.0%      2.52%      2.08%      7.21%        1.49%        2.66%    -29.06%     17.90%
180 days      578       74.0%      6.60%      5.01%     10.41%        4.16%        5.86%    -38.23%     29.00%
365 days      549       79.8%      9.97%      9.26%     14.55%        8.04%       10.48%    -51.68%     41.26%


========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.10%
Rounded target for matching: -3%
Similar historical periods found: 194
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      194       61.3%      0.85%      0.07%      3.64%       -0.45%        0.58%    -21.72%      8.00%
 14 days      194       63.4%      1.43%      0.30%      4.54%       -0.35%        0.94%    -28.53%      8.91%
 30 days      194       57.2%      0.97%      0.80%      4.91%        0.11%        1.50%    -12.98%     13.03%
 90 days      187       74.3%      4.19%      3.61%      7.58%        2.52%        4.71%    -29.51%     18.37%
180 days      187       81.8%      6.95%      5.86%     12.07%        4.12%        7.60%    -41.53%     28.87%
365 days      186       88.2%     17.81%     13.73%     15.57%       11.48%       15.98%    -40.32%     39.52%


========================================================================================================================

Chart 11: SB=F (R² = 0.8729)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $16.33 ($15.66,-4% - $16.50,+1%)
   +30d (1m): $14.42,-11.7% ($13.94,-15% - $14.92,-9%)
   +60d (2m): $12.94,-20.8% ($12.36,-24% - $13.55,-17%)
   +90d (3m): $11.61,-28.9% ($10.94,-33% - $12.32,-25%)
   +180d (6m): $8.39,-48.6% ($7.56,-54% - $9.30,-43%)
   +365d (1y): $4.30,-73.7% ($3.53,-78% - $5.24,-68%)
   +EOY (189d): $8.12,-50.3% ($7.29,-55% - $9.04,-45%)
   End-of-year outlook: 📉 Bearish Trend (-50.3%)
   Confidence: 87.3% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 189 days | EOY Target: $8.12 (-50.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -8.16%
Rounded target for matching: -8%
Similar historical periods found: 191
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      191       42.9%     -0.76%     -0.10%      5.05%       -0.83%        0.62%    -18.39%     15.51%
 14 days      191       46.6%     -0.92%     -0.21%      7.38%       -1.26%        0.84%    -15.52%     22.40%
 30 days      191       46.6%     -1.22%      0.01%     10.06%       -1.42%        1.45%    -22.73%     29.81%
 90 days      188       44.1%     -2.67%      1.79%     18.18%       -0.82%        4.41%    -38.19%     91.91%
180 days      187       44.9%     -1.67%      4.99%     30.71%        0.56%        9.42%    -38.07%    118.62%
365 days      178       55.1%      7.76%     11.00%     34.44%        5.91%       16.09%    -43.37%    132.37%


========================================================================================================================
SB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -17.36%
Rounded target for matching: -17%
Similar historical periods found: 93
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       93       45.2%     -0.84%      0.83%      6.00%       -0.40%        2.07%     -8.87%     28.76%
 14 days       93       52.7%      0.72%      1.49%      8.00%       -0.15%        3.14%    -15.42%     36.62%
 30 days       93       44.1%     -1.44%      1.19%     10.89%       -1.05%        3.44%    -22.02%     40.32%
 90 days       88       45.5%     -2.18%      1.81%     17.24%       -1.84%        5.46%    -27.08%     42.52%
180 days       87       54.0%      5.21%      9.13%     26.00%        3.59%       14.68%    -29.45%     95.48%
365 days       79       51.9%      3.14%     12.51%     39.37%        3.69%       21.33%    -43.86%    124.97%


========================================================================================================================

Chart 12: ZS=F (R² = 0.8667)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.0K ($855.42,-18% - $1.1K,+3%)
   +30d (1m): $940.64,-10.1% ($837.80,-20% - $1.1K,+1%)
   +60d (2m): $921.30,-12.0% ($820.54,-22% - $1.0K,-1%)
   +90d (3m): $902.36,-13.8% ($803.63,-23% - $1.0K,-3%)
   +180d (6m): $847.83,-19.0% ($754.96,-28% - $952.13,-9%)
   +365d (1y): $745.89,-28.7% ($663.92,-37% - $837.97,-20%)
   +EOY (189d): $842.57,-19.5% ($750.26,-28% - $946.23,-10%)
   End-of-year outlook: 📉 Bearish Trend (-19.5%)
   Confidence: 86.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 30 periods in chart (90d ROC≈2%)
   📅 Days until EOY 2025: 189 days | EOY Target: $842.57 (-19.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.26%
Rounded target for matching: 0%
Similar historical periods found: 337
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      337       56.1%      0.50%      0.22%      3.56%       -0.16%        0.60%    -22.38%     11.63%
 14 days      337       51.0%      0.07%      0.16%      5.03%       -0.37%        0.70%    -30.49%     16.11%
 30 days      337       52.8%      0.49%      0.60%      7.42%       -0.19%        1.40%    -27.74%     23.93%
 90 days      335       52.5%      1.17%      2.59%     14.45%        1.03%        4.14%    -38.07%     39.99%
180 days      324       55.2%      1.66%      5.72%     21.65%        3.35%        8.09%    -37.50%     78.08%
365 days      315       66.0%      7.75%     12.39%     30.18%        9.04%       15.73%    -41.88%    149.48%


========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.85%
Rounded target for matching: 2%
Similar historical periods found: 206
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      206       49.0%     -0.21%     -0.37%      4.12%       -0.94%        0.19%    -26.42%     11.63%
 14 days      206       58.3%      0.69%      0.06%      6.38%       -0.82%        0.93%    -34.54%     15.98%
 30 days      206       55.8%      0.83%      0.07%      8.96%       -1.16%        1.30%    -37.66%     20.90%
 90 days      198       47.5%     -1.16%      1.49%     15.45%       -0.68%        3.65%    -45.87%     39.09%
180 days      189       50.8%      0.65%      5.55%     20.87%        2.56%        8.55%    -35.18%     77.72%
365 days      186       58.1%      5.25%     13.77%     34.42%        8.79%       18.75%    -38.44%    113.41%


========================================================================================================================

Chart 13: PA=F (R² = 0.8604)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $1.1K ($611.68,-43% - $1.0K,-3%)
   +30d (1m): $767.52,-28.1% ($591.04,-45% - $996.68,-7%)
   +60d (2m): $741.66,-30.5% ($571.10,-46% - $963.15,-10%)
   +90d (3m): $716.67,-32.8% ($551.83,-48% - $930.75,-13%)
   +180d (6m): $646.65,-39.4% ($497.82,-53% - $839.96,-21%)
   +365d (1y): $523.46,-50.9% ($402.81,-62% - $680.24,-36%)
   +EOY (189d): $640.03,-40.0% ($492.72,-54% - $831.38,-22%)
   End-of-year outlook: 📉 Bearish Trend (-40.0%)
   Confidence: 86.0% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 17 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 189 days | EOY Target: $640.03 (-40.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 13.75%
Rounded target for matching: 14%
Similar historical periods found: 100
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      100       57.0%      0.60%      0.48%      5.87%       -0.69%        1.64%    -17.49%     18.10%
 14 days      100       55.0%      1.07%      2.49%     11.24%        0.26%        4.72%    -20.95%     47.24%
 30 days      100       67.0%      5.50%      4.74%     14.32%        1.90%        7.58%    -31.21%     47.14%
 90 days      100       63.0%      5.55%     11.32%     26.94%        5.98%       16.67%    -44.50%    111.20%
180 days       98       73.5%     18.77%     19.38%     37.12%       11.94%       26.82%    -70.35%    138.35%
365 days       95       69.5%     26.15%     35.57%     67.79%       21.76%       49.38%    -70.11%    301.98%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.09%
Rounded target for matching: 5%
Similar historical periods found: 100
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      100       44.0%     -0.53%      1.91%     11.59%       -0.39%        4.21%     -9.98%     63.56%
 14 days      100       55.0%      1.17%      1.95%      9.65%        0.04%        3.87%    -14.55%     42.83%
 30 days      100       56.0%      2.27%      3.69%     11.72%        1.37%        6.02%    -25.37%     54.23%
 90 days       98       66.3%     11.24%      7.19%     20.53%        3.07%       11.31%    -51.61%     57.62%
180 days       98       59.2%      5.21%     11.17%     37.04%        3.75%       18.60%    -54.21%    107.60%
365 days       93       59.1%     20.71%     23.20%     53.79%       12.12%       34.28%    -58.45%    165.97%


========================================================================================================================

Chart 14: SI=F (R² = 0.8530)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $35.70 ($29.81,-17% - $39.18,+10%)
   +30d (1m): $34.98,-2.0% ($30.50,-15% - $40.11,+12%)
   +60d (2m): $35.80,+0.3% ($31.22,-13% - $41.05,+15%)
   +90d (3m): $36.64,+2.6% ($31.95,-11% - $42.01,+18%)
   +180d (6m): $39.28,+10.0% ($34.25,-4% - $45.05,+26%)
   +365d (1y): $45.32,+26.9% ($39.49,+11% - $52.00,+46%)
   +EOY (189d): $39.55,+10.8% ($34.48,-3% - $45.36,+27%)
   End-of-year outlook: 📈 Bullish Trend (+10.8%)
   Confidence: 85.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 25 periods in chart (90d ROC≈9%)
   📅 Days until EOY 2025: 189 days | EOY Target: $39.55 (+10.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 10.23%
Rounded target for matching: 10%
Similar historical periods found: 152
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      152       51.3%      0.06%     -0.16%      4.48%       -0.88%        0.56%    -14.10%     13.07%
 14 days      152       50.7%      0.07%      0.36%      6.26%       -0.64%        1.37%    -13.97%     18.09%
 30 days      152       42.8%     -1.06%      0.11%      8.45%       -1.24%        1.46%    -27.12%     23.89%
 90 days      151       49.0%     -0.16%      3.73%     17.89%        0.85%        6.61%    -49.22%     69.75%
180 days      149       62.4%      8.82%      8.78%     22.37%        5.15%       12.40%    -43.36%     86.99%
365 days      141       70.9%     24.96%     23.44%     36.72%       17.32%       29.55%    -42.21%    127.15%


========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.34%
Rounded target for matching: 9%
Similar historical periods found: 123
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      123       58.5%      0.69%      1.03%      4.45%        0.24%        1.82%    -10.21%     11.19%
 14 days      123       53.7%      0.49%      1.23%      6.92%       -0.01%        2.46%    -14.43%     20.31%
 30 days      123       48.0%     -0.15%      2.29%      8.59%        0.75%        3.82%    -12.69%     23.02%
 90 days      118       46.6%     -1.63%      3.08%     18.74%       -0.34%        6.50%    -35.16%     55.83%
180 days      116       50.9%      1.06%      4.35%     22.97%        0.12%        8.57%    -43.52%    109.43%
365 days      107       58.9%      5.42%     16.42%     36.79%        9.37%       23.47%    -41.13%    112.68%


========================================================================================================================

Chart 15: OJ=F (R² = 0.7911)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $228.75 ($173.70,-24% - $303.03,+32%)
   +30d (1m): $196.15,-14.3% ($148.25,-35% - $259.53,+13%)
   +60d (2m): $167.70,-26.7% ($126.46,-45% - $222.38,-3%)
   +90d (3m): $143.37,-37.3% ($107.82,-53% - $190.64,-17%)
   +180d (6m): $89.60,-60.8% ($66.66,-71% - $120.44,-47%)
   +365d (1y): $34.09,-85.1% ($24.53,-89% - $47.38,-79%)
   +EOY (189d): $85.48,-62.6% ($63.51,-72% - $115.06,-50%)
   End-of-year outlook: 📉 Bearish Trend (-62.6%)
   Confidence: 79.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-39%)
   📅 Days until EOY 2025: 189 days | EOY Target: $85.48 (-62.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -10.71%
Rounded target for matching: -11%
Similar historical periods found: 103
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      103       51.5%      0.23%      0.35%      5.92%       -0.80%        1.51%    -13.86%     19.01%
 14 days      103       54.4%      1.64%      1.47%      8.31%       -0.15%        3.09%    -14.26%     27.32%
 30 days      103       51.5%      0.55%      1.19%     13.13%       -1.37%        3.76%    -29.12%     29.47%
 90 days      103       46.6%     -1.61%      0.03%     18.93%       -3.67%        3.73%    -41.75%     56.48%
180 days      103       45.6%     -4.21%      4.28%     30.83%       -1.74%       10.31%    -37.53%     92.95%
365 days      103       50.5%      0.34%     11.11%     45.30%        2.25%       19.96%    -52.38%    130.55%


========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -38.94%
Rounded target for matching: -39%
Similar historical periods found: 9
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        9       44.4%     -4.12%     -3.67%      8.99%      -10.58%        3.24%    -15.44%     10.58%
 14 days        9       55.6%      0.39%     -1.23%      8.66%       -7.89%        5.42%    -13.65%     11.26%
 30 days        9       44.4%     -0.07%      1.82%      7.17%       -3.70%        7.33%    -10.36%     18.88%
 90 days        5      100.0%      4.69%      5.42%      3.79%        0.71%       10.13%      0.20%     11.90%
180 days        5       60.0%     11.79%     12.82%     21.12%      -13.41%       39.04%    -12.64%     43.62%
365 days        5       60.0%     10.68%     18.66%     58.52%      -54.00%       91.33%    -45.70%     92.27%


========================================================================================================================

========================================================================================================================
🟢 TOP 2 FUTURES INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    CC=F             29.4%  0.882515     86.2%   $8.8K              41.6%  750 d
2    KC=F             22.1%  0.930362     69.9%   $312.80            28.4%  500 d

📊 DISPLAYING ALL 2 UNDERVALUED FUTURES OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: CC=F (Undervalued by 29.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.8K ($8.5K,-4% - $18.3K,+108%)
   +30d (1m): $13.4K,+52.5% ($9.1K,+4% - $19.7K,+124%)
   +60d (2m): $14.5K,+64.2% ($9.9K,+12% - $21.2K,+141%)
   +90d (3m): $15.6K,+76.8% ($10.6K,+20% - $22.9K,+160%)
   +180d (6m): $19.4K,+120.8% ($13.2K,+50% - $28.6K,+224%)
   +365d (1y): $30.7K,+248.5% ($20.9K,+137% - $45.2K,+413%)
   +EOY (189d): $19.9K,+125.7% ($13.5K,+54% - $29.2K,+232%)
   End-of-year outlook: 📈 Bullish Trend (+125.7%)
   Confidence: 88.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-12%)
   📅 Days until EOY 2025: 189 days | EOY Target: $19.9K (+125.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.16%
Rounded target for matching: -6%
Similar historical periods found: 187
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      187       52.9%      0.32%      0.29%      4.74%       -0.39%        0.97%    -13.59%     15.17%
 14 days      187       54.5%      0.83%      0.98%      6.54%        0.04%        1.93%    -18.88%     21.41%
 30 days      187       55.6%      1.35%      1.59%      9.88%        0.17%        3.02%    -23.86%     60.55%
 90 days      186       59.7%      3.46%      4.45%     16.06%        2.12%        6.77%    -28.49%     53.33%
180 days      185       60.0%      6.15%      6.84%     19.88%        3.96%        9.73%    -37.49%     77.79%
365 days      183       76.5%     13.62%     21.13%     34.71%       16.07%       26.19%    -39.24%    143.52%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.96%
Rounded target for matching: -12%
Similar historical periods found: 104
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      104       58.7%      0.84%      1.49%      4.95%        0.53%        2.45%    -11.70%     15.17%
 14 days      104       61.5%      1.72%      1.98%      6.93%        0.64%        3.33%    -19.42%     23.48%
 30 days      104       57.7%      1.94%      2.04%     10.82%       -0.06%        4.14%    -27.04%     29.27%
 90 days      101       68.3%      5.78%      3.59%     13.12%        1.00%        6.18%    -28.77%     37.65%
180 days      101       68.3%      8.40%      7.91%     22.10%        3.55%       12.28%    -32.16%     71.62%
365 days       97       64.9%      6.39%     12.90%     35.95%        5.66%       20.15%    -36.11%    169.86%


========================================================================================================================

Chart 2: KC=F (Undervalued by 22.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $312.80 ($340.91,+9% - $473.15,+51%)
   +30d (1m): $427.79,+36.8% ($363.08,+16% - $504.05,+61%)
   +60d (2m): $455.67,+45.7% ($386.68,+24% - $536.96,+72%)
   +90d (3m): $485.36,+55.2% ($411.81,+32% - $572.04,+83%)
   +180d (6m): $586.56,+87.5% ($497.41,+59% - $691.68,+121%)
   +365d (1y): $865.70,+176.8% ($733.04,+134% - $1.0K,+227%)
   +EOY (189d): $597.77,+91.1% ($506.89,+62% - $704.95,+125%)
   End-of-year outlook: 📈 Bullish Trend (+91.1%)
   Confidence: 93.0% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 189 days | EOY Target: $597.77 (+91.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -21.24%
Rounded target for matching: -21%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       38.5%     -0.99%      0.32%      5.55%       -3.03%        3.68%     -7.44%     10.32%
 14 days       13       76.9%      3.05%      3.86%      8.28%       -1.14%        8.86%    -14.86%     17.85%
 30 days       13       84.6%      6.96%      6.60%      7.31%        2.18%       11.02%     -5.94%     25.22%
 90 days       13       46.2%     -1.11%      4.92%     14.15%       -3.62%       13.47%    -15.49%     27.44%
180 days       13       53.8%      0.93%      7.84%     23.22%       -6.19%       21.87%    -21.35%     48.15%
365 days       13       92.3%     30.30%     49.91%     49.53%       19.98%       79.83%    -23.01%    117.73%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -27.56%
Rounded target for matching: -28%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       57.1%      1.27%      0.62%      5.67%       -2.65%        3.90%    -12.27%      9.34%
 14 days       14       78.6%      3.38%      2.11%      6.51%       -1.65%        5.87%    -14.13%     13.04%
 30 days       14       57.1%      6.40%      4.51%     11.52%       -2.14%       11.16%    -14.62%     20.72%
 90 days       14       57.1%      1.41%     -1.06%      8.22%       -5.81%        3.68%    -17.14%     11.20%
180 days       14       14.3%     -8.72%    -10.07%      9.38%      -15.49%       -4.65%    -27.78%      5.27%
365 days       14       42.9%    -14.61%     -4.19%     26.85%      -19.70%       11.31%    -33.20%     40.77%


========================================================================================================================

========================================================================================================================
🔴 TOP 1 FUTURES INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    PA=F             34.3%  0.860374    -25.0%   $1.1K              25.6%  1000d

📊 DISPLAYING ALL 1 OVERVALUED FUTURES WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: PA=F (Overvalued by 34.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $1.1K ($611.68,-43% - $1.0K,-3%)
   +30d (1m): $767.52,-28.1% ($591.04,-45% - $996.68,-7%)
   +60d (2m): $741.66,-30.5% ($571.10,-46% - $963.15,-10%)
   +90d (3m): $716.67,-32.8% ($551.83,-48% - $930.75,-13%)
   +180d (6m): $646.65,-39.4% ($497.82,-53% - $839.96,-21%)
   +365d (1y): $523.46,-50.9% ($402.81,-62% - $680.24,-36%)
   +EOY (189d): $640.03,-40.0% ($492.72,-54% - $831.38,-22%)
   End-of-year outlook: 📉 Bearish Trend (-40.0%)
   Confidence: 86.0% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 17 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 189 days | EOY Target: $640.03 (-40.0%)
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🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 13.75%
Rounded target for matching: 14%
Similar historical periods found: 100
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      100       57.0%      0.60%      0.48%      5.87%       -0.69%        1.64%    -17.49%     18.10%
 14 days      100       55.0%      1.07%      2.49%     11.24%        0.26%        4.72%    -20.95%     47.24%
 30 days      100       67.0%      5.50%      4.74%     14.32%        1.90%        7.58%    -31.21%     47.14%
 90 days      100       63.0%      5.55%     11.32%     26.94%        5.98%       16.67%    -44.50%    111.20%
180 days       98       73.5%     18.77%     19.38%     37.12%       11.94%       26.82%    -70.35%    138.35%
365 days       95       69.5%     26.15%     35.57%     67.79%       21.76%       49.38%    -70.11%    301.98%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.09%
Rounded target for matching: 5%
Similar historical periods found: 100
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      100       44.0%     -0.53%      1.91%     11.59%       -0.39%        4.21%     -9.98%     63.56%
 14 days      100       55.0%      1.17%      1.95%      9.65%        0.04%        3.87%    -14.55%     42.83%
 30 days      100       56.0%      2.27%      3.69%     11.72%        1.37%        6.02%    -25.37%     54.23%
 90 days       98       66.3%     11.24%      7.19%     20.53%        3.07%       11.31%    -51.61%     57.62%
180 days       98       59.2%      5.21%     11.17%     37.04%        3.75%       18.60%    -54.21%    107.60%
365 days       93       59.1%     20.71%     23.20%     53.79%       12.12%       34.28%    -58.45%    165.97%


========================================================================================================================

FUTURES STATISTICS:
------------------------------------------------------------
Total futures instruments analyzed: 29
Average R-squared: 0.7785
Best R-squared: 0.955935
Average annual growth: 55.8%

Valuation breakdown:
  🟡 FAIR_VALUE: 15 (51.7%) - Hold/Monitor
  🟢 UNDERVALUED: 2 (6.9%) - Buy Opportunities
  🔴 OVERVALUED: 1 (3.4%) - Sell Warnings

Optimal window distribution:
  30 days: 2 instruments (6.9%)
  60 days: 2 instruments (6.9%)
  120 days: 1 instruments (3.4%)
  180 days: 1 instruments (3.4%)
  365 days: 3 instruments (10.3%)

📊 FUTURES TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 2
  🔴 High-quality overvalued warnings: 1
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued futuress with strong trends
  ⚠️  Consider reducing overvalued futures positions

========================================================================================================================
🔥 TOP 15 INDICES INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    ^KS11           0.967328 21  d       708.4%   3.1K            🟡 FAIR           0.6%
2    ^IBEX           0.926916 504 d        22.9%   14.0K           🟡 FAIR           3.2%
3    ^GDAXI          0.911996 504 d        24.4%   23.6K           🟡 FAIR           2.6%
4    ^GSPTSE         0.906947 504 d        17.0%   26.7K           🟡 FAIR           1.3%
5    ^AXJO           0.897586 42  d        48.8%   8.6K            🟡 FAIR          -0.9%
6    ^BSESN          0.868149 1008d        12.2%   82.1K           🟡 FAIR          -0.4%
7    IMOEX.ME        0.863544 504 d        33.9%   3.2K            🟢 UNDER        -10.8%
8    ^NSEI           0.858697 1008d        12.9%   25.0K           🟡 FAIR           0.1%
9    ^BVSP           0.858455 126 d        37.1%   137.2K          🟡 FAIR          -1.9%
10   ^HSI            0.832973 378 d        32.3%   24.2K           🟡 FAIR           2.5%
11   ^IXIC           0.825606 42  d       128.2%   19.9K           🟡 FAIR          -1.0%
12   ^GSPC           0.825352 504 d        19.6%   6.1K            🟡 FAIR          -2.5%
13   ^FTSE           0.824272 504 d         9.0%   8.8K            🟡 FAIR          -0.0%
14   ^RUI            0.822726 504 d        19.6%   3.3K            🟡 FAIR          -2.4%
15   ^DJI            0.783003 504 d        14.2%   43.1K           🟡 FAIR          -3.6%

📊 DISPLAYING ALL 15 INDICES TREND LEADER CHARTS:
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Chart 1: ^KS11 (R² = 0.9673)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 21 days):
   Current: 3.1K (3.0K,-3% - 3.1K,+1%)
   +30d (1m): 4.0K,+27.4% (3.8K,+23% - 4.1K,+32%)
   +60d (2m): 5.1K,+63.4% (4.8K,+55% - 5.3K,+72%)
   +90d (3m): 6.5K,+109.6% (6.1K,+95% - 7.0K,+125%)
   +180d (6m): 13.7K,+342.1% (12.0K,+287% - 15.7K,+405%)
   +365d (1y): 63.6K,+1950.4% (49.0K,+1478% - 82.7K,+2564%)
   +EOY (189d): 14.8K,+376.4% (12.9K,+314% - 17.0K,+448%)
   End-of-year outlook: 📈 Bullish Trend (+376.4%)
   Confidence: 96.7% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 189 days | EOY Target: 14.8K (+376.4%)
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🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KS11 - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 20.42%
Rounded target for matching: 20%
Similar historical periods found: 21
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       21       52.4%      0.48%      2.18%      6.47%       -0.77%        5.12%     -6.30%     16.41%
 14 days       21       57.1%      1.84%      1.17%      7.92%       -2.44%        4.77%    -17.71%     18.32%
 30 days       21       52.4%      1.31%      3.14%     12.24%       -2.43%        8.71%    -13.32%     37.49%
 90 days       21       66.7%      3.41%     10.03%     22.95%       -0.42%       20.47%    -36.16%     62.22%
180 days       21       52.4%     14.58%     11.41%     31.86%       -3.09%       25.92%    -40.90%    105.28%
365 days       21       42.9%     -2.80%      1.18%     33.80%      -14.21%       16.56%    -41.77%     56.49%


========================================================================================================================
KS11 - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 23.10%
Rounded target for matching: 23%
Similar historical periods found: 44
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       44       56.8%      0.52%      0.86%      3.61%       -0.24%        1.96%     -5.45%     14.06%
 14 days       44       59.1%      2.24%      1.47%      5.46%       -0.19%        3.13%    -10.66%     18.32%
 30 days       44       61.4%      4.13%      4.19%     10.01%        1.14%        7.23%    -12.51%     37.82%
 90 days       44       81.8%      9.03%     12.77%     17.26%        7.52%       18.02%    -17.38%     62.22%
180 days       44       79.5%      7.24%     14.07%     31.24%        4.58%       23.57%    -25.76%    167.45%
365 days       44       65.9%     19.77%     12.12%     30.50%        2.85%       21.39%    -44.20%    100.18%


========================================================================================================================

Chart 2: ^IBEX (R² = 0.9269)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 14.0K (12.7K,-9% - 14.5K,+3%)
   +30d (1m): 13.9K,-0.7% (13.0K,-7% - 14.9K,+6%)
   +60d (2m): 14.3K,+1.7% (13.4K,-5% - 15.3K,+9%)
   +90d (3m): 14.6K,+4.3% (13.7K,-2% - 15.6K,+11%)
   +180d (6m): 15.7K,+12.2% (14.7K,+5% - 16.8K,+20%)
   +365d (1y): 18.3K,+30.5% (17.1K,+22% - 19.6K,+40%)
   +EOY (189d): 15.9K,+13.0% (14.8K,+6% - 17.0K,+21%)
   End-of-year outlook: 📈 Bullish Trend (+13.0%)
   Confidence: 92.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 30 periods in chart (90d ROC≈8%)
   📅 Days until EOY 2025: 189 days | EOY Target: 15.9K (+13.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IBEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.93%
Rounded target for matching: 2%
Similar historical periods found: 502
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      502       56.4%      0.38%      0.28%      2.91%        0.03%        0.54%     -8.90%     14.77%
 14 days      502       53.2%      0.30%      0.30%      4.22%       -0.07%        0.67%    -13.54%     20.07%
 30 days      502       48.6%     -0.18%     -0.14%      6.79%       -0.73%        0.46%    -34.81%     20.75%
 90 days      498       53.8%      1.29%      0.20%     12.61%       -0.91%        1.31%    -33.20%     53.28%
180 days      490       63.7%      5.64%      4.30%     17.15%        2.78%        5.82%    -39.07%     62.81%
365 days      472       54.0%      4.24%      8.70%     29.13%        6.07%       11.34%    -50.57%    128.11%


========================================================================================================================
IBEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 8.49%
Rounded target for matching: 8%
Similar historical periods found: 226
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      226       52.7%      0.14%     -0.18%      2.66%       -0.53%        0.17%     -7.55%      6.77%
 14 days      226       51.8%      0.25%     -0.28%      3.93%       -0.80%        0.23%    -10.94%     14.68%
 30 days      226       54.4%      0.37%      0.34%      5.97%       -0.44%        1.12%    -22.45%     16.60%
 90 days      223       64.6%      4.60%      3.26%     10.89%        1.82%        4.70%    -29.94%     41.35%
180 days      215       71.2%      8.57%      5.62%     14.91%        3.61%        7.62%    -30.39%     52.06%
365 days      204       60.3%     10.63%     12.62%     31.88%        8.22%       17.03%    -45.21%    117.86%


========================================================================================================================

Chart 3: ^GDAXI (R² = 0.9120)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 23.6K (21.3K,-10% - 24.9K,+5%)
   +30d (1m): 23.6K,+0.0% (21.9K,-7% - 25.6K,+8%)
   +60d (2m): 24.3K,+2.7% (22.5K,-5% - 26.2K,+11%)
   +90d (3m): 24.9K,+5.4% (23.1K,-2% - 26.9K,+14%)
   +180d (6m): 26.9K,+13.9% (24.9K,+5% - 29.1K,+23%)
   +365d (1y): 31.6K,+33.8% (29.2K,+24% - 34.2K,+45%)
   +EOY (189d): 27.1K,+14.8% (25.1K,+6% - 29.3K,+24%)
   End-of-year outlook: 📈 Bullish Trend (+14.8%)
   Confidence: 91.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 37 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 189 days | EOY Target: 27.1K (+14.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GDAXI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.01%
Rounded target for matching: 0%
Similar historical periods found: 579
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      579       55.8%      0.50%      0.22%      3.16%       -0.04%        0.48%    -17.35%      8.95%
 14 days      579       59.8%      0.97%      0.66%      4.30%        0.31%        1.01%    -21.74%     14.03%
 30 days      579       63.9%      1.99%      1.17%      6.37%        0.65%        1.69%    -32.70%     21.93%
 90 days      575       63.3%      3.99%      2.82%     11.99%        1.84%        3.80%    -33.21%     48.40%
180 days      568       64.1%     10.07%      7.10%     16.67%        5.73%        8.48%    -43.59%     52.13%
365 days      546       72.0%     13.88%     12.54%     24.39%       10.49%       14.59%    -48.30%     76.59%


========================================================================================================================
GDAXI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.55%
Rounded target for matching: 5%
Similar historical periods found: 393
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      393       56.0%      0.32%      0.39%      2.87%        0.10%        0.67%    -17.35%      9.63%
 14 days      393       63.6%      0.95%      0.86%      4.15%        0.44%        1.27%    -21.74%     13.41%
 30 days      393       64.6%      1.77%      1.59%      6.18%        0.98%        2.21%    -32.98%     18.53%
 90 days      390       69.0%      5.71%      4.41%     12.32%        3.18%        5.63%    -35.95%     45.41%
180 days      383       70.8%     11.99%      9.90%     16.63%        8.23%       11.57%    -44.18%     63.60%
365 days      370       75.1%     15.29%     16.67%     24.78%       14.13%       19.20%    -47.88%    100.15%


========================================================================================================================

Chart 4: ^GSPTSE (R² = 0.9069)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 26.7K (24.9K,-7% - 27.9K,+5%)
   +30d (1m): 26.9K,+0.6% (25.4K,-5% - 28.5K,+6%)
   +60d (2m): 27.4K,+2.5% (25.8K,-3% - 29.0K,+9%)
   +90d (3m): 27.9K,+4.4% (26.3K,-1% - 29.5K,+11%)
   +180d (6m): 29.5K,+10.4% (27.8K,+4% - 31.2K,+17%)
   +365d (1y): 33.1K,+23.9% (31.2K,+17% - 35.1K,+31%)
   +EOY (189d): 29.7K,+11.0% (28.0K,+5% - 31.4K,+18%)
   End-of-year outlook: 📈 Bullish Trend (+11.0%)
   Confidence: 90.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 29 periods in chart (90d ROC≈4%)
   📅 Days until EOY 2025: 189 days | EOY Target: 29.7K (+11.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GSPTSE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.65%
Rounded target for matching: 5%
Similar historical periods found: 704
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      704       59.7%      0.36%      0.16%      1.90%        0.02%        0.30%     -7.87%      5.72%
 14 days      704       60.7%      0.66%      0.39%      2.86%        0.18%        0.61%    -20.47%      9.09%
 30 days      704       62.6%      1.25%      0.90%      4.48%        0.57%        1.23%    -27.01%     15.92%
 90 days      704       69.2%      3.94%      2.88%      8.10%        2.28%        3.48%    -39.29%     30.81%
180 days      695       73.1%      6.24%      5.72%     12.85%        4.76%        6.68%    -49.80%     62.93%
365 days      682       76.1%     12.57%     10.68%     17.75%        9.34%       12.01%    -38.47%     78.75%


========================================================================================================================
GSPTSE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 3.97%
Rounded target for matching: 4%
Similar historical periods found: 515
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      515       61.6%      0.45%      0.26%      2.39%        0.05%        0.47%    -21.78%     12.93%
 14 days      515       61.2%      0.81%      0.50%      3.70%        0.18%        0.82%    -26.07%     12.08%
 30 days      515       63.7%      1.63%      1.09%      5.95%        0.57%        1.61%    -33.07%     15.01%
 90 days      515       59.2%      2.87%      2.73%     10.89%        1.78%        3.67%    -39.16%     35.40%
180 days      515       68.5%      4.85%      5.76%     15.54%        4.41%        7.11%    -40.55%     56.32%
365 days      493       74.6%      8.59%     10.88%     19.08%        9.19%       12.57%    -41.36%     75.69%


========================================================================================================================

Chart 5: ^AXJO (R² = 0.8976)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 42 days):
   Current: 8.6K (8.5K,-0% - 8.8K,+2%)
   +30d (1m): 9.0K,+5.8% (8.9K,+4% - 9.2K,+7%)
   +60d (2m): 9.5K,+10.9% (9.3K,+9% - 9.7K,+13%)
   +90d (3m): 9.9K,+16.3% (9.7K,+14% - 10.2K,+19%)
   +180d (6m): 11.5K,+34.0% (11.1K,+29% - 11.9K,+39%)
   +365d (1y): 15.3K,+79.4% (14.4K,+68% - 16.4K,+92%)
   +EOY (189d): 11.6K,+35.9% (11.2K,+31% - 12.1K,+41%)
   End-of-year outlook: 📈 Bullish Trend (+35.9%)
   Confidence: 89.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 189 days | EOY Target: 11.6K (+35.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AXJO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.91%
Rounded target for matching: 4%
Similar historical periods found: 624
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      624       54.5%      0.17%      0.05%      1.88%       -0.10%        0.20%     -9.85%      5.84%
 14 days      624       59.5%      0.58%      0.24%      2.94%        0.01%        0.47%    -25.70%      8.86%
 30 days      624       65.5%      1.28%      0.59%      4.49%        0.24%        0.95%    -31.41%     10.05%
 90 days      618       69.9%      2.69%      2.70%      6.67%        2.17%        3.22%    -25.84%     26.05%
180 days      613       74.1%      5.66%      5.46%      9.85%        4.68%        6.24%    -38.45%     29.69%
365 days      593       76.1%     10.70%     11.27%     14.50%       10.10%       12.44%    -49.17%     38.74%


========================================================================================================================
AXJO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.24%
Rounded target for matching: 0%
Similar historical periods found: 366
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      366       53.6%      0.18%     -0.12%      2.41%       -0.37%        0.13%    -13.48%      6.97%
 14 days      366       57.7%      0.35%      0.23%      3.26%       -0.10%        0.57%    -25.60%     10.45%
 30 days      366       66.7%      1.31%      0.68%      4.29%        0.24%        1.12%    -22.38%     12.06%
 90 days      356       67.7%      2.52%      1.33%      7.19%        0.58%        2.08%    -29.30%     15.15%
180 days      356       69.9%      3.11%      3.03%      8.50%        2.14%        3.91%    -38.88%     25.09%
365 days      354       71.8%      8.84%      6.15%     13.12%        4.78%        7.52%    -49.37%     32.34%


========================================================================================================================

Chart 6: ^BSESN (R² = 0.8681)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: 82.1K (74.4K,-9% - 91.2K,+11%)
   +30d (1m): 83.5K,+1.8% (75.4K,-8% - 92.4K,+13%)
   +60d (2m): 84.7K,+3.2% (76.5K,-7% - 93.7K,+14%)
   +90d (3m): 85.8K,+4.6% (77.5K,-6% - 95.0K,+16%)
   +180d (6m): 89.4K,+9.0% (80.8K,-2% - 99.0K,+21%)
   +365d (1y): 97.3K,+18.6% (87.9K,+7% - 107.7K,+31%)
   +EOY (189d): 89.8K,+9.4% (81.1K,-1% - 99.4K,+21%)
   End-of-year outlook: 📈 Bullish Trend (+9.4%)
   Confidence: 86.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 51 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 189 days | EOY Target: 89.8K (+9.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BSESN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.12%
Rounded target for matching: 1%
Similar historical periods found: 407
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      407       60.4%      0.84%      0.49%      3.02%        0.19%        0.78%    -11.71%     10.18%
 14 days      407       58.7%      1.02%      0.53%      4.97%        0.04%        1.01%    -21.13%     18.62%
 30 days      407       60.7%      1.89%      1.07%      7.40%        0.35%        1.79%    -31.95%     23.12%
 90 days      405       69.4%      6.01%      5.04%     11.70%        3.90%        6.18%    -39.75%     53.26%
180 days      400       80.2%      8.60%      9.47%     15.16%        7.98%       10.96%    -45.50%     70.41%
365 days      367       80.9%     17.98%     20.58%     26.85%       17.82%       23.33%    -40.07%    104.88%


========================================================================================================================
BSESN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.39%
Rounded target for matching: 5%
Similar historical periods found: 234
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      234       55.1%      0.33%      0.08%      3.28%       -0.34%        0.50%    -14.25%     11.94%
 14 days      234       54.7%      0.93%      0.26%      4.95%       -0.38%        0.89%    -24.09%     20.35%
 30 days      234       65.0%      1.76%      1.20%      7.43%        0.25%        2.16%    -30.37%     34.98%
 90 days      233       71.2%      3.88%      4.81%     11.63%        3.31%        6.32%    -25.53%     71.42%
180 days      232       79.7%      9.77%     12.19%     18.63%        9.78%       14.60%    -30.44%     90.71%
365 days      225       81.3%     18.46%     20.39%     25.26%       17.08%       23.71%    -46.57%    109.43%


========================================================================================================================

Chart 7: IMOEX.ME (R² = 0.8635)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 3.2K (3.2K,-2% - 4.1K,+28%)
   +30d (1m): 3.7K,+16.0% (3.3K,+2% - 4.3K,+32%)
   +60d (2m): 3.9K,+20.1% (3.4K,+5% - 4.4K,+37%)
   +90d (3m): 4.0K,+24.4% (3.5K,+9% - 4.6K,+42%)
   +180d (6m): 4.4K,+38.1% (3.9K,+21% - 5.1K,+58%)
   +365d (1y): 5.5K,+71.0% (4.8K,+50% - 6.3K,+96%)
   +EOY (189d): 4.5K,+39.5% (3.9K,+22% - 5.1K,+59%)
   End-of-year outlook: 📈 Bullish Trend (+39.5%)
   Confidence: 86.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 189 days | EOY Target: 4.5K (+39.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.32%
Rounded target for matching: -7%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       47.9%     -0.14%     -0.61%      6.07%       -2.38%        1.15%    -31.38%      7.68%
 14 days       48       54.2%      0.58%     -1.04%      7.98%       -3.36%        1.28%    -28.83%     10.47%
 30 days       48       52.1%      1.20%     -0.65%     10.49%       -3.70%        2.40%    -39.28%     16.89%
 90 days       48       60.4%      2.58%     -3.08%     19.13%       -8.63%        2.47%    -41.03%     26.98%
180 days       48       70.8%      7.14%      3.01%     22.76%       -3.60%        9.62%    -48.49%     37.87%
365 days       48       75.0%     24.05%     15.99%     23.01%        9.31%       22.67%    -31.76%     61.80%


========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.32%
Rounded target for matching: 0%
Similar historical periods found: 83
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       83       65.1%      0.80%      0.49%      2.86%       -0.13%        1.12%    -12.98%      6.37%
 14 days       83       56.6%      0.59%     -0.13%      5.16%       -1.26%        1.00%    -17.84%     10.47%
 30 days       83       61.4%      1.50%      0.73%      6.46%       -0.68%        2.14%    -15.48%     16.24%
 90 days       81       84.0%      4.49%      4.72%     11.09%        2.27%        7.17%    -40.89%     26.98%
180 days       76       86.8%     11.86%     11.56%     16.70%        7.75%       15.38%    -47.75%     53.27%
365 days       76       92.1%     23.35%     23.28%     18.26%       19.11%       27.46%    -26.48%     59.18%


========================================================================================================================

Chart 8: ^NSEI (R² = 0.8587)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: 25.0K (22.4K,-11% - 28.0K,+12%)
   +30d (1m): 25.4K,+1.3% (22.7K,-9% - 28.4K,+13%)
   +60d (2m): 25.7K,+2.8% (23.0K,-8% - 28.8K,+15%)
   +90d (3m): 26.1K,+4.3% (23.4K,-7% - 29.2K,+17%)
   +180d (6m): 27.3K,+8.9% (24.4K,-3% - 30.5K,+22%)
   +365d (1y): 29.8K,+19.0% (26.7K,+6% - 33.3K,+33%)
   +EOY (189d): 27.4K,+9.4% (24.5K,-2% - 30.6K,+22%)
   End-of-year outlook: 📈 Bullish Trend (+9.4%)
   Confidence: 85.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 51 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 189 days | EOY Target: 27.4K (+9.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NSEI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.90%
Rounded target for matching: 2%
Similar historical periods found: 371
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      371       57.4%      0.48%      0.26%      2.75%       -0.02%        0.54%     -7.76%     13.58%
 14 days      371       59.6%      0.96%      0.52%      3.87%        0.12%        0.92%    -11.61%     14.96%
 30 days      371       61.2%      1.54%      0.89%      6.64%        0.22%        1.57%    -41.28%     45.00%
 90 days      368       65.5%      4.78%      3.36%     11.50%        2.18%        4.54%    -35.82%     63.35%
180 days      364       76.4%      6.61%      7.31%     14.62%        5.80%        8.82%    -44.32%     80.38%
365 days      324       82.1%     13.86%     16.66%     17.73%       14.72%       18.60%    -28.47%    101.17%


========================================================================================================================
NSEI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 6.30%
Rounded target for matching: 6%
Similar historical periods found: 139
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      139       54.7%      0.28%      0.12%      2.11%       -0.23%        0.48%     -6.59%      4.65%
 14 days      139       53.2%      0.57%      0.10%      3.53%       -0.49%        0.69%    -12.79%      8.34%
 30 days      139       63.3%      1.65%      0.09%      6.92%       -1.07%        1.25%    -37.30%     13.58%
 90 days      139       74.8%      3.44%      4.16%      8.23%        2.78%        5.54%    -23.14%     23.85%
180 days      138       84.8%      9.03%      9.08%     12.06%        7.05%       11.11%    -49.70%     39.06%
365 days      130       82.3%     16.31%     14.65%     14.32%       12.16%       17.13%    -27.37%     41.78%


========================================================================================================================

Chart 9: ^BVSP (R² = 0.8585)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 126 days):
   Current: 137.2K (134.7K,-2% - 145.1K,+6%)
   +30d (1m): 145.1K,+5.8% (139.8K,+2% - 150.7K,+10%)
   +60d (2m): 150.7K,+9.9% (145.0K,+6% - 156.6K,+14%)
   +90d (3m): 156.4K,+14.1% (150.4K,+10% - 162.7K,+19%)
   +180d (6m): 175.1K,+27.6% (167.8K,+22% - 182.7K,+33%)
   +365d (1y): 220.7K,+60.9% (209.3K,+53% - 232.7K,+70%)
   +EOY (189d): 177.1K,+29.1% (169.6K,+24% - 184.9K,+35%)
   End-of-year outlook: 📈 Bullish Trend (+29.1%)
   Confidence: 85.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈9%)
   📅 Days until EOY 2025: 189 days | EOY Target: 177.1K (+29.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BVSP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.44%
Rounded target for matching: 0%
Similar historical periods found: 332
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      332       59.6%      0.76%      0.73%      4.28%        0.27%        1.19%    -11.25%     25.96%
 14 days      332       54.5%      0.50%      1.06%      7.15%        0.28%        1.83%    -37.71%     65.25%
 30 days      332       53.9%      1.41%      2.25%     11.82%        0.98%        3.53%    -44.81%    119.97%
 90 days      327       63.6%      4.48%      6.83%     22.35%        4.40%        9.26%    -49.53%    271.89%
180 days      325       61.8%      6.12%     11.93%     28.11%        8.87%       15.00%    -40.29%    166.16%
365 days      303       67.7%     13.29%     19.83%     36.42%       15.72%       23.95%    -40.28%    191.22%


========================================================================================================================
BVSP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.23%
Rounded target for matching: 9%
Similar historical periods found: 165
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      165       56.4%      0.44%      0.71%      3.70%        0.14%        1.28%    -16.34%      9.54%
 14 days      165       55.2%      0.85%      1.50%      6.09%        0.57%        2.44%    -24.45%     14.28%
 30 days      165       57.6%      1.54%      1.75%     10.19%        0.18%        3.31%    -41.64%     33.40%
 90 days      164       53.7%      3.61%      3.92%     16.07%        1.45%        6.40%    -40.49%     51.78%
180 days      161       62.7%      4.54%     10.20%     27.19%        5.97%       14.43%    -37.14%     92.19%
365 days      151       64.9%     10.76%     20.66%     40.66%       14.12%       27.19%    -38.94%    178.82%


========================================================================================================================

Chart 10: ^HSI (R² = 0.8330)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: 24.2K (21.2K,-12% - 26.3K,+9%)
   +30d (1m): 24.4K,+0.9% (21.9K,-9% - 27.2K,+12%)
   +60d (2m): 25.2K,+4.3% (22.6K,-6% - 28.1K,+16%)
   +90d (3m): 26.1K,+7.8% (23.4K,-3% - 29.0K,+20%)
   +180d (6m): 28.8K,+19.2% (25.9K,+7% - 32.1K,+33%)
   +365d (1y): 35.4K,+46.3% (31.7K,+31% - 39.5K,+63%)
   +EOY (189d): 29.1K,+20.4% (26.1K,+8% - 32.4K,+34%)
   End-of-year outlook: 📈 Bullish Trend (+20.4%)
   Confidence: 83.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 18 periods in chart (90d ROC≈14%)
   📅 Days until EOY 2025: 189 days | EOY Target: 29.1K (+20.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HSI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.63%
Rounded target for matching: 5%
Similar historical periods found: 445
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      445       51.7%      0.12%      0.18%      4.33%       -0.23%        0.58%    -42.66%     11.82%
 14 days      445       54.2%      0.71%      0.41%      5.61%       -0.11%        0.94%    -46.63%     13.86%
 30 days      445       61.1%      1.57%      1.20%      7.85%        0.47%        1.93%    -45.15%     31.78%
 90 days      445       62.9%      4.21%      3.86%     13.57%        2.60%        5.13%    -40.52%     64.94%
180 days      442       67.0%      7.14%      7.56%     18.26%        5.85%        9.27%    -43.52%     76.60%
365 days      438       66.2%      7.85%     12.40%     27.97%        9.77%       15.03%    -46.05%    124.37%


========================================================================================================================
HSI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 13.53%
Rounded target for matching: 14%
Similar historical periods found: 200
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      200       58.5%      0.72%      0.32%      3.61%       -0.18%        0.82%    -19.02%      9.08%
 14 days      200       56.0%      0.83%      0.58%      5.35%       -0.16%        1.33%    -27.89%     16.13%
 30 days      200       60.0%      1.78%      1.58%      7.16%        0.58%        2.58%    -26.35%     25.79%
 90 days      195       57.4%      2.49%      2.30%     12.28%        0.56%        4.03%    -35.18%     44.19%
180 days      186       68.3%     10.14%      7.93%     17.05%        5.47%       10.40%    -40.66%     48.93%
365 days      182       65.9%     10.67%     13.57%     27.78%        9.50%       17.63%    -45.45%     90.57%


========================================================================================================================

Chart 11: ^IXIC (R² = 0.8256)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 42 days):
   Current: 19.9K (19.4K,-3% - 20.9K,+5%)
   +30d (1m): 22.2K,+11.5% (21.2K,+7% - 23.2K,+17%)
   +60d (2m): 24.5K,+23.0% (23.2K,+17% - 25.8K,+30%)
   +90d (3m): 27.0K,+35.7% (25.3K,+27% - 28.8K,+45%)
   +180d (6m): 36.3K,+82.2% (32.8K,+65% - 40.1K,+102%)
   +365d (1y): 66.5K,+233.9% (55.3K,+178% - 80.0K,+302%)
   +EOY (189d): 37.4K,+87.6% (33.6K,+69% - 41.5K,+108%)
   End-of-year outlook: 📈 Bullish Trend (+87.6%)
   Confidence: 82.6% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 189 days | EOY Target: 37.4K (+87.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IXIC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 11.06%
Rounded target for matching: 11%
Similar historical periods found: 240
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      240       64.2%      0.91%      0.63%      3.14%        0.23%        1.03%    -16.40%     10.83%
 14 days      240       68.8%      1.82%      1.50%      4.06%        0.99%        2.02%    -25.92%     14.46%
 30 days      240       68.3%      4.19%      3.38%      6.93%        2.50%        4.26%    -26.07%     25.95%
 90 days      240       72.1%      5.13%      6.93%     13.76%        5.18%        8.68%    -29.92%     49.96%
180 days      237       75.9%     12.20%     12.33%     18.41%        9.97%       14.68%    -49.59%     72.68%
365 days      234       83.3%     25.33%     22.71%     25.75%       19.40%       26.03%    -64.56%    103.97%


========================================================================================================================
IXIC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.34%
Rounded target for matching: 1%
Similar historical periods found: 463
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      463       65.0%      0.88%      0.65%      2.73%        0.40%        0.90%    -14.49%      9.29%
 14 days      463       67.4%      1.44%      1.02%      3.75%        0.68%        1.36%    -14.34%     17.18%
 30 days      463       69.5%      2.85%      1.81%      6.35%        1.23%        2.39%    -31.60%     25.01%
 90 days      462       75.1%      6.13%      5.47%     11.67%        4.40%        6.53%    -35.52%     51.52%
180 days      462       76.2%     11.70%     10.74%     17.68%        9.13%       12.36%    -44.98%     89.28%
365 days      462       83.5%     20.94%     21.31%     28.08%       18.74%       23.88%    -56.49%    125.79%


========================================================================================================================

Chart 12: ^GSPC (R² = 0.8254)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 6.1K (5.7K,-7% - 6.9K,+13%)
   +30d (1m): 6.4K,+4.8% (5.8K,-5% - 7.0K,+15%)
   +60d (2m): 6.5K,+7.0% (5.9K,-3% - 7.2K,+18%)
   +90d (3m): 6.7K,+9.3% (6.1K,-0% - 7.3K,+20%)
   +180d (6m): 7.1K,+16.6% (6.5K,+6% - 7.8K,+28%)
   +365d (1y): 8.1K,+33.0% (7.4K,+21% - 8.9K,+46%)
   +EOY (189d): 7.1K,+17.3% (6.5K,+7% - 7.9K,+29%)
   End-of-year outlook: 📈 Bullish Trend (+17.3%)
   Confidence: 82.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 189 days | EOY Target: 7.1K (+17.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GSPC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 7.64%
Rounded target for matching: 8%
Similar historical periods found: 702
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      702       59.4%      0.45%      0.17%      2.64%       -0.03%        0.36%    -20.74%     13.90%
 14 days      702       61.0%      0.87%      0.42%      3.55%        0.16%        0.69%    -19.25%     21.78%
 30 days      702       63.7%      1.13%      0.94%      5.92%        0.50%        1.38%    -28.63%     72.82%
 90 days      702       69.9%      5.18%      3.42%     11.07%        2.60%        4.24%    -49.02%     49.38%
180 days      701       71.2%      8.16%      6.33%     16.56%        5.10%        7.55%    -49.22%     57.82%
365 days      697       65.4%     12.37%     10.47%     25.17%        8.60%       12.34%    -69.61%    104.77%


========================================================================================================================
GSPC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.66%
Rounded target for matching: 1%
Similar historical periods found: 981
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      981       58.0%      0.42%      0.18%      2.35%        0.04%        0.33%    -13.98%      6.71%
 14 days      981       62.2%      0.97%      0.52%      3.50%        0.30%        0.74%    -27.67%     19.65%
 30 days      981       65.2%      1.68%      1.26%      5.03%        0.95%        1.58%    -22.24%     17.72%
 90 days      981       66.7%      3.87%      3.35%      8.93%        2.79%        3.91%    -37.74%     48.92%
180 days      981       67.5%      6.07%      5.07%     14.33%        4.17%        5.97%    -51.92%     48.17%
365 days      980       74.7%     11.13%     11.04%     21.17%        9.71%       12.36%    -59.01%     80.17%


========================================================================================================================

Chart 13: ^FTSE (R² = 0.8243)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 8.8K (8.4K,-4% - 9.2K,+5%)
   +30d (1m): 8.9K,+1.1% (8.5K,-3% - 9.3K,+6%)
   +60d (2m): 8.9K,+2.1% (8.5K,-2% - 9.4K,+7%)
   +90d (3m): 9.0K,+3.2% (8.6K,-1% - 9.5K,+8%)
   +180d (6m): 9.3K,+6.4% (8.9K,+2% - 9.8K,+11%)
   +365d (1y): 9.9K,+13.4% (9.5K,+8% - 10.4K,+19%)
   +EOY (189d): 9.3K,+6.7% (8.9K,+2% - 9.8K,+12%)
   End-of-year outlook: 📈 Bullish Trend (+6.7%)
   Confidence: 82.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 48 periods in chart (90d ROC≈-1%)
   📅 Days until EOY 2025: 189 days | EOY Target: 9.3K (+6.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTSE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.79%
Rounded target for matching: 2%
Similar historical periods found: 942
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      942       55.5%      0.31%      0.03%      2.26%       -0.11%        0.18%    -11.18%      6.85%
 14 days      942       56.2%      0.41%      0.15%      3.06%       -0.05%        0.34%    -13.61%     11.87%
 30 days      942       55.3%      0.38%      0.27%      4.52%       -0.01%        0.56%    -30.81%     13.31%
 90 days      938       65.1%      1.97%      1.85%      7.91%        1.35%        2.36%    -32.61%     29.30%
180 days      926       72.8%      4.95%      4.24%     11.47%        3.50%        4.98%    -31.18%     46.47%
365 days      904       72.2%      9.15%      8.53%     16.69%        7.44%        9.62%    -39.43%     67.75%


========================================================================================================================
FTSE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.55%
Rounded target for matching: -1%
Similar historical periods found: 505
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      505       51.1%      0.04%     -0.10%      2.52%       -0.32%        0.12%    -10.36%      9.75%
 14 days      505       51.3%      0.05%      0.15%      3.43%       -0.15%        0.45%    -11.77%     10.96%
 30 days      505       56.8%      0.77%      0.21%      5.13%       -0.24%        0.66%    -20.91%     18.24%
 90 days      503       61.4%      2.43%      1.30%     10.01%        0.42%        2.18%    -31.97%     27.02%
180 days      485       67.0%      4.88%      3.86%     14.90%        2.53%        5.19%    -36.13%     49.85%
365 days      473       61.5%      5.97%      5.44%     18.22%        3.79%        7.09%    -43.20%     53.22%


========================================================================================================================

Chart 14: ^RUI (R² = 0.8227)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 3.3K (3.1K,-7% - 3.8K,+13%)
   +30d (1m): 3.5K,+4.7% (3.2K,-5% - 3.8K,+15%)
   +60d (2m): 3.6K,+6.9% (3.2K,-3% - 3.9K,+18%)
   +90d (3m): 3.6K,+9.2% (3.3K,-1% - 4.0K,+20%)
   +180d (6m): 3.9K,+16.4% (3.5K,+6% - 4.3K,+28%)
   +365d (1y): 4.4K,+32.7% (4.0K,+21% - 4.9K,+46%)
   +EOY (189d): 3.9K,+17.2% (3.6K,+7% - 4.3K,+29%)
   End-of-year outlook: 📈 Bullish Trend (+17.2%)
   Confidence: 82.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 17 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 189 days | EOY Target: 3.9K (+17.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
RUI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 7.56%
Rounded target for matching: 8%
Similar historical periods found: 198
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      198       59.6%      0.61%      0.01%      2.34%       -0.32%        0.34%    -11.46%      6.51%
 14 days      198       59.6%      0.57%      0.34%      3.07%       -0.09%        0.77%     -8.33%      7.24%
 30 days      198       57.1%      0.57%      0.43%      4.51%       -0.20%        1.06%    -18.19%      9.18%
 90 days      198       69.7%      4.45%      3.56%      7.23%        2.54%        4.57%    -19.68%     20.01%
180 days      198       80.8%      9.16%      8.22%     12.34%        6.49%        9.95%    -38.02%     37.04%
365 days      196       80.1%     20.53%     15.69%     19.16%       12.99%       18.39%    -32.60%     59.17%


========================================================================================================================
RUI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.38%
Rounded target for matching: 0%
Similar historical periods found: 321
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      321       55.8%      0.32%      0.00%      2.86%       -0.31%        0.32%    -17.86%      7.36%
 14 days      321       62.6%      1.01%      0.17%      3.96%       -0.26%        0.61%    -26.30%      9.62%
 30 days      321       59.8%      1.53%      0.44%      5.30%       -0.15%        1.02%    -12.74%     11.84%
 90 days      318       69.5%      5.21%      3.88%      9.26%        2.85%        4.90%    -31.41%     24.39%
180 days      318       66.0%      7.89%      6.28%     13.92%        4.75%        7.82%    -41.96%     34.37%
365 days      318       81.8%     14.98%     12.65%     22.47%       10.17%       15.13%    -55.42%     56.01%


========================================================================================================================

Chart 15: ^DJI (R² = 0.7830)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 43.1K (41.3K,-4% - 48.4K,+12%)
   +30d (1m): 45.4K,+5.4% (41.9K,-3% - 49.2K,+14%)
   +60d (2m): 46.1K,+7.1% (42.6K,-1% - 50.0K,+16%)
   +90d (3m): 46.9K,+8.8% (43.3K,+0% - 50.8K,+18%)
   +180d (6m): 49.1K,+14.0% (45.4K,+5% - 53.2K,+24%)
   +365d (1y): 54.2K,+25.7% (50.0K,+16% - 58.7K,+36%)
   +EOY (189d): 49.4K,+14.6% (45.6K,+6% - 53.5K,+24%)
   End-of-year outlook: 📈 Bullish Trend (+14.6%)
   Confidence: 78.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-3%)
   📅 Days until EOY 2025: 189 days | EOY Target: 49.4K (+14.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DJI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.46%
Rounded target for matching: 4%
Similar historical periods found: 742
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      742       58.1%      0.36%      0.16%      1.91%        0.03%        0.30%     -9.07%      6.57%
 14 days      742       58.4%      0.63%      0.18%      2.80%       -0.02%        0.38%    -14.12%      9.10%
 30 days      742       60.2%      1.27%      0.80%      4.35%        0.49%        1.12%    -23.68%     13.27%
 90 days      740       67.4%      2.75%      2.90%      7.57%        2.36%        3.45%    -26.66%     21.17%
180 days      720       75.1%      7.03%      6.91%     10.75%        6.12%        7.69%    -37.62%     33.99%
365 days      698       85.4%     16.29%     15.28%     16.85%       14.02%       16.53%    -52.48%     50.41%


========================================================================================================================
DJI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -2.88%
Rounded target for matching: -3%
Similar historical periods found: 312
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      312       61.5%      0.80%      0.24%      3.15%       -0.11%        0.59%    -22.71%      8.01%
 14 days      312       68.3%      1.25%      0.65%      4.17%        0.19%        1.12%    -28.26%      9.00%
 30 days      312       57.7%      1.27%      0.98%      4.55%        0.48%        1.49%    -14.88%     13.05%
 90 days      307       76.2%      2.97%      3.57%      7.31%        2.75%        4.39%    -26.94%     21.10%
180 days      307       76.5%      5.67%      5.03%     11.74%        3.71%        6.35%    -41.56%     34.52%
365 days      306       76.1%     17.52%     13.81%     18.60%       11.72%       15.90%    -39.75%     55.98%


========================================================================================================================

========================================================================================================================
🟢 TOP 1 INDICES INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    IMOEX.ME         10.8%  0.863544     33.9%   3.2K               12.1%  504 d

📊 DISPLAYING ALL 1 UNDERVALUED INDICES OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: IMOEX.ME (Undervalued by 10.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 3.2K (3.2K,-2% - 4.1K,+28%)
   +30d (1m): 3.7K,+16.0% (3.3K,+2% - 4.3K,+32%)
   +60d (2m): 3.9K,+20.1% (3.4K,+5% - 4.4K,+37%)
   +90d (3m): 4.0K,+24.4% (3.5K,+9% - 4.6K,+42%)
   +180d (6m): 4.4K,+38.1% (3.9K,+21% - 5.1K,+58%)
   +365d (1y): 5.5K,+71.0% (4.8K,+50% - 6.3K,+96%)
   +EOY (189d): 4.5K,+39.5% (3.9K,+22% - 5.1K,+59%)
   End-of-year outlook: 📈 Bullish Trend (+39.5%)
   Confidence: 86.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 189 days | EOY Target: 4.5K (+39.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.32%
Rounded target for matching: -7%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       47.9%     -0.14%     -0.61%      6.07%       -2.38%        1.15%    -31.38%      7.68%
 14 days       48       54.2%      0.58%     -1.04%      7.98%       -3.36%        1.28%    -28.83%     10.47%
 30 days       48       52.1%      1.20%     -0.65%     10.49%       -3.70%        2.40%    -39.28%     16.89%
 90 days       48       60.4%      2.58%     -3.08%     19.13%       -8.63%        2.47%    -41.03%     26.98%
180 days       48       70.8%      7.14%      3.01%     22.76%       -3.60%        9.62%    -48.49%     37.87%
365 days       48       75.0%     24.05%     15.99%     23.01%        9.31%       22.67%    -31.76%     61.80%


========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.32%
Rounded target for matching: 0%
Similar historical periods found: 83
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       83       65.1%      0.80%      0.49%      2.86%       -0.13%        1.12%    -12.98%      6.37%
 14 days       83       56.6%      0.59%     -0.13%      5.16%       -1.26%        1.00%    -17.84%     10.47%
 30 days       83       61.4%      1.50%      0.73%      6.46%       -0.68%        2.14%    -15.48%     16.24%
 90 days       81       84.0%      4.49%      4.72%     11.09%        2.27%        7.17%    -40.89%     26.98%
180 days       76       86.8%     11.86%     11.56%     16.70%        7.75%       15.38%    -47.75%     53.27%
365 days       76       92.1%     23.35%     23.28%     18.26%       19.11%       27.46%    -26.48%     59.18%


========================================================================================================================

INDICES STATISTICS:
------------------------------------------------------------
Total indices instruments analyzed: 22
Average R-squared: 0.8032
Best R-squared: 0.967328
Average annual growth: 56.4%

Valuation breakdown:
  🟡 FAIR_VALUE: 17 (77.3%) - Hold/Monitor
  🟢 UNDERVALUED: 1 (4.5%) - Buy Opportunities

Optimal window distribution:
  21 days (~1m): 2 instruments (9.1%)
  42 days (~2m): 4 instruments (18.2%)
  126 days (~6m): 1 instruments (4.5%)
  378 days (~18m): 1 instruments (4.5%)
  504 days (~24m): 11 instruments (50.0%)

📊 INDICES TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 1
  🔴 High-quality overvalued warnings: 0
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued indicess with strong trends

========================================================================================================================
🔥 TOP 15 STOCK INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    T               0.962116 504 d        52.3%   $28.28          🟡 FAIR           0.8%
2    NFLX            0.945242 504 d        76.0%   $1.3K           🔴 OVER          11.3%
3    PM              0.943500 378 d        69.7%   $184.49         🟡 FAIR           6.3%
4    MSFT            0.939956 21  d       136.0%   $490.11         🟡 FAIR           0.8%
5    TMUS            0.936086 504 d        46.2%   $229.82         🟢 UNDER        -13.6%
6    PLTR            0.935159 252 d       521.0%   $143.23         🟡 FAIR          -6.4%
7    BRK-B           0.934598 504 d        25.5%   $493.48         🟡 FAIR          -6.3%
8    JPM             0.934499 504 d        44.2%   $281.26         🟡 FAIR           0.8%
9    IBM             0.932812 504 d        47.1%   $293.79         🟡 FAIR           8.6%
10   LLY             0.927813 1008d        50.4%   $778.08         🟢 UNDER        -25.1%
11   WMT             0.927722 504 d        50.3%   $98.00          🟡 FAIR          -4.8%
12   RTX             0.927663 42  d       185.2%   $141.85         🟡 FAIR          -3.2%
13   MRK             0.926305 252 d       -39.0%   $80.32          🟡 FAIR           6.2%
14   COST            0.922531 504 d        46.9%   $1.0K           🟢 UNDER        -11.0%
15   GE              0.908939 504 d        72.8%   $248.75         🟡 FAIR           1.1%

📊 DISPLAYING ALL 15 STOCK TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: T (R² = 0.9621)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $28.28 ($25.52,-10% - $30.87,+9%)
   +30d (1m): $29.51,+4.3% ($26.83,-5% - $32.46,+15%)
   +60d (2m): $31.03,+9.7% ($28.21,-0% - $34.13,+21%)
   +90d (3m): $32.62,+15.3% ($29.65,+5% - $35.88,+27%)
   +180d (6m): $37.91,+34.1% ($34.45,+22% - $41.72,+48%)
   +365d (1y): $51.63,+82.6% ($46.89,+66% - $56.87,+101%)
   +EOY (189d): $38.48,+36.1% ($34.97,+24% - $42.35,+50%)
   End-of-year outlook: 📈 Bullish Trend (+36.1%)
   Confidence: 96.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈13%)
   📅 Days until EOY 2025: 189 days | EOY Target: $38.48 (+36.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.58%
Rounded target for matching: 2%
Similar historical periods found: 668
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      668       57.8%      0.67%      0.56%      3.65%        0.28%        0.83%    -12.93%     15.54%
 14 days      668       57.2%      1.05%      0.96%      4.91%        0.58%        1.33%    -14.43%     19.91%
 30 days      668       62.9%      2.16%      1.79%      6.88%        1.26%        2.31%    -28.98%     30.74%
 90 days      668       68.4%      5.77%      5.72%     11.79%        4.83%        6.62%    -39.56%     36.25%
180 days      661       74.7%     11.62%     11.60%     18.08%       10.22%       12.98%    -46.55%     50.74%
365 days      648       80.2%     22.28%     23.64%     29.00%       21.41%       25.88%    -50.71%    105.32%


========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.70%
Rounded target for matching: 13%
Similar historical periods found: 319
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      319       59.2%      0.95%      0.61%      3.00%        0.28%        0.94%    -10.85%      8.40%
 14 days      319       61.1%      1.76%      1.14%      4.50%        0.64%        1.63%    -12.31%     12.18%
 30 days      319       65.2%      3.36%      2.42%      6.45%        1.71%        3.13%    -25.00%     21.43%
 90 days      318       68.2%      7.96%      6.54%     12.02%        5.21%        7.86%    -32.08%     33.93%
180 days      316       74.1%     12.23%     12.89%     18.32%       10.86%       14.91%    -36.33%     56.16%
365 days      306       80.1%     18.21%     23.60%     27.06%       20.55%       26.64%    -56.16%    101.67%


========================================================================================================================

Chart 2: NFLX (R² = 0.9452)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $1.3K ($984.58,-23% - $1.3K,+5%)
   +30d (1m): $1.2K,-3.9% ($1.1K,-18% - $1.4K,+12%)
   +60d (2m): $1.3K,+2.8% ($1.1K,-12% - $1.5K,+20%)
   +90d (3m): $1.4K,+10.0% ($1.2K,-6% - $1.6K,+28%)
   +180d (6m): $1.7K,+34.6% ($1.5K,+15% - $2.0K,+57%)
   +365d (1y): $2.6K,+103.9% ($2.2K,+74% - $3.1K,+139%)
   +EOY (189d): $1.8K,+37.4% ($1.5K,+18% - $2.1K,+61%)
   End-of-year outlook: 📈 Bullish Trend (+37.4%)
   Confidence: 94.5% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈25%)
   📅 Days until EOY 2025: 189 days | EOY Target: $1.8K (+37.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 12.18%
Rounded target for matching: 12%
Similar historical periods found: 124
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      124       54.0%      0.43%      0.54%      8.60%       -0.99%        2.06%    -43.73%     22.96%
 14 days      124       53.2%      0.86%      0.76%     10.32%       -1.08%        2.59%    -44.81%     27.30%
 30 days      124       60.5%      5.81%      5.43%     18.08%        2.22%        8.65%    -36.77%     99.21%
 90 days      124       66.1%     16.57%     13.52%     40.27%        6.36%       20.68%    -68.47%    167.86%
180 days      119       72.3%     35.43%     38.25%     73.50%       24.91%       51.59%    -71.56%    339.28%
365 days      113       70.8%     59.82%     83.16%    127.68%       59.36%      106.96%    -76.59%    636.27%


========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.51%
Rounded target for matching: 25%
Similar historical periods found: 60
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       60       58.3%      1.67%      1.87%      9.08%       -0.47%        4.22%    -15.00%     29.17%
 14 days       60       56.7%      2.86%      3.75%     12.36%        0.56%        6.94%    -20.20%     34.29%
 30 days       60       55.0%      2.81%      6.52%     17.91%        1.89%       11.14%    -24.33%     57.66%
 90 days       58       69.0%     14.15%     13.04%     40.67%        2.35%       23.74%    -74.83%    108.38%
180 days       58       55.2%     14.90%     24.24%     75.10%        4.50%       43.99%    -71.63%    225.82%
365 days       56       57.1%     41.77%     66.61%    131.39%       31.42%      101.79%    -76.24%    411.43%


========================================================================================================================

Chart 3: PM (R² = 0.9435)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $184.49 ($155.29,-16% - $193.81,+5%)
   +30d (1m): $184.76,+0.1% ($165.36,-10% - $206.44,+12%)
   +60d (2m): $196.77,+6.7% ($176.08,-5% - $219.90,+19%)
   +90d (3m): $209.56,+13.6% ($187.49,+2% - $234.24,+27%)
   +180d (6m): $253.14,+37.2% ($226.32,+23% - $283.14,+53%)
   +365d (1y): $373.26,+102.3% ($333.03,+81% - $418.34,+127%)
   +EOY (189d): $257.97,+39.8% ($230.61,+25% - $288.56,+56%)
   End-of-year outlook: 📈 Bullish Trend (+39.8%)
   Confidence: 94.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 11 periods in chart (90d ROC≈24%)
   📅 Days until EOY 2025: 189 days | EOY Target: $257.97 (+39.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 8.72%
Rounded target for matching: 9%
Similar historical periods found: 126
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      126       60.3%      0.62%      0.57%      2.84%        0.07%        1.07%     -6.81%      8.54%
 14 days      126       50.0%     -0.04%      0.46%      3.52%       -0.16%        1.08%     -7.81%      8.82%
 30 days      126       56.3%      1.08%      0.43%      6.11%       -0.65%        1.51%    -23.87%     14.33%
 90 days      125       67.2%      4.22%      5.03%     11.38%        3.02%        7.05%    -24.77%     27.28%
180 days      118       64.4%      6.74%      9.54%     15.97%        6.63%       12.45%    -30.05%     58.42%
365 days      109       75.2%     22.34%     17.97%     21.73%       13.85%       22.10%    -25.62%     66.16%


========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.17%
Rounded target for matching: 24%
Similar historical periods found: 47
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       47       68.1%      1.25%      1.30%      2.33%        0.61%        1.98%     -3.40%      6.48%
 14 days       47       66.0%      1.53%      1.48%      3.90%        0.34%        2.63%     -9.48%      9.02%
 30 days       47       70.2%      4.66%      3.84%      6.14%        2.04%        5.65%     -9.85%     15.21%
 90 days       45       80.0%      7.71%      7.27%     11.56%        3.80%       10.74%    -19.58%     26.79%
180 days       41       75.6%      5.96%     11.38%     17.21%        5.94%       16.81%    -11.07%     54.85%
365 days       36       80.6%     20.31%     16.43%     21.86%        9.03%       23.82%    -20.47%     60.60%


========================================================================================================================

Chart 4: MSFT (R² = 0.9400)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 21 days):
   Current: $490.11 ($480.71,-2% - $492.24,+0%)
   +30d (1m): $538.81,+9.9% ($528.51,+8% - $549.31,+12%)
   +60d (2m): $596.81,+21.8% ($579.34,+18% - $614.82,+25%)
   +90d (3m): $661.06,+34.9% ($634.57,+29% - $688.66,+41%)
   +180d (6m): $898.37,+83.3% ($832.97,+70% - $968.90,+98%)
   +365d (1y): $1.7K,+244.3% ($1.5K,+197% - $2.0K,+299%)
   +EOY (189d): $926.35,+89.0% ($855.91,+75% - $1.0K,+105%)
   End-of-year outlook: 📈 Bullish Trend (+89.0%)
   Confidence: 94.0% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 189 days | EOY Target: $926.35 (+89.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MSFT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 11.92%
Rounded target for matching: 12%
Similar historical periods found: 215
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      215       56.7%      0.59%      0.66%      5.72%       -0.11%        1.43%    -36.29%     21.47%
 14 days      215       60.5%      2.12%      2.05%      8.23%        0.95%        3.16%    -22.13%     36.13%
 30 days      215       59.5%      3.09%      3.53%     11.32%        2.01%        5.05%    -41.13%     50.26%
 90 days      213       71.8%      9.28%      9.86%     20.54%        7.09%       12.64%    -42.58%    164.92%
180 days      213       81.2%     18.11%     22.65%     30.20%       18.57%       26.73%    -48.19%    149.47%
365 days      210       80.0%     38.23%     53.59%     67.21%       44.45%       62.73%    -45.29%    351.97%


========================================================================================================================
MSFT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 20.28%
Rounded target for matching: 20%
Similar historical periods found: 164
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      164       57.3%      0.77%      0.62%      4.64%       -0.10%        1.33%    -18.55%     16.45%
 14 days      164       49.4%     -0.07%      1.30%      7.27%        0.18%        2.43%    -23.88%     27.37%
 30 days      164       55.5%      1.75%      1.96%     10.82%        0.29%        3.63%    -33.43%     36.00%
 90 days      164       64.6%      7.26%      9.24%     18.72%        6.35%       12.13%    -39.26%     97.35%
180 days      164       70.1%     20.62%     20.54%     32.90%       15.47%       25.62%    -46.31%    153.64%
365 days      160       75.6%     36.97%     48.37%     60.22%       38.96%       57.77%    -48.82%    228.51%


========================================================================================================================

Chart 5: TMUS (R² = 0.9361)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $229.82 ($237.54,+3% - $297.77,+30%)
   +30d (1m): $278.25,+21.1% ($248.50,+8% - $311.57,+36%)
   +60d (2m): $291.12,+26.7% ($259.97,+13% - $326.01,+42%)
   +90d (3m): $304.59,+32.5% ($271.96,+18% - $341.12,+48%)
   +180d (6m): $348.83,+51.8% ($311.35,+35% - $390.81,+70%)
   +365d (1y): $460.99,+100.6% ($411.05,+79% - $517.00,+125%)
   +EOY (189d): $353.59,+53.9% ($315.59,+37% - $396.17,+72%)
   End-of-year outlook: 📈 Bullish Trend (+53.9%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-9%)
   📅 Days until EOY 2025: 189 days | EOY Target: $353.59 (+53.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -5.39%
Rounded target for matching: -5%
Similar historical periods found: 116
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      116       51.7%      0.18%      0.87%      5.23%       -0.09%        1.84%     -9.97%     24.78%
 14 days      116       54.3%      0.75%      1.13%      8.83%       -0.50%        2.75%    -39.96%     26.51%
 30 days      116       68.1%      3.85%      2.50%     12.95%        0.12%        4.88%    -44.69%     50.08%
 90 days      114       69.3%      7.04%      6.64%     19.75%        2.97%       10.30%    -51.55%     64.96%
180 days      112       75.9%     14.73%     15.99%     26.37%       11.05%       20.93%    -58.97%     97.34%
365 days      112       91.1%     38.43%     41.57%     41.44%       33.81%       49.33%    -63.84%    175.80%


========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -9.34%
Rounded target for matching: -9%
Similar historical periods found: 55
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       55       54.5%      0.46%      0.48%      7.36%       -1.51%        2.47%    -16.18%     22.52%
 14 days       55       63.6%      2.34%      2.60%      8.46%        0.31%        4.88%    -16.18%     25.87%
 30 days       55       60.0%      1.07%     -0.43%     12.67%       -3.85%        3.00%    -38.79%     25.17%
 90 days       55       76.4%      9.43%      9.09%     17.85%        4.26%       13.91%    -53.18%     48.55%
180 days       55       67.3%     21.13%     14.10%     31.47%        5.59%       22.60%    -48.98%     79.72%
365 days       55       78.2%     39.22%     36.43%     51.22%       22.58%       50.27%    -66.71%    122.02%


========================================================================================================================

Chart 6: PLTR (R² = 0.9352)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 252 days):
   Current: $143.23 ($116.11,-19% - $201.47,+41%)
   +30d (1m): $190.09,+32.7% ($144.19,+1% - $250.60,+75%)
   +60d (2m): $236.25,+64.9% ($179.01,+25% - $311.78,+118%)
   +90d (3m): $293.62,+105.0% ($222.21,+55% - $387.96,+171%)
   +180d (6m): $563.66,+293.5% ($424.60,+196% - $748.27,+422%)
   +365d (1y): $2.2K,+1403.8% ($1.6K,+1017% - $2.9K,+1925%)
   +EOY (189d): $601.64,+320.1% ($452.96,+216% - $799.13,+458%)
   End-of-year outlook: 📈 Bullish Trend (+320.1%)
   Confidence: 93.5% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 189 days | EOY Target: $601.64 (+320.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PLTR - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 22.11%
Rounded target for matching: 22%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       46.2%     -0.96%     -1.42%      6.70%       -5.47%        2.63%    -16.96%      7.82%
 14 days       13       46.2%     -3.30%      1.06%     17.23%       -9.35%       11.47%    -17.47%     40.53%
 30 days       13       46.2%     -0.98%     11.99%     29.60%       -5.90%       29.88%    -24.50%     68.75%
 90 days       13       69.2%     19.22%     43.01%     80.83%       -5.84%       91.85%    -53.75%    220.44%
180 days       10       60.0%     33.05%     35.60%    102.11%      -37.45%      108.65%    -69.93%    280.95%
365 days        9       55.6%    222.15%    191.95%    252.63%       -2.24%      386.14%    -71.57%    625.10%


========================================================================================================================
PLTR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 22.01%
Rounded target for matching: 22%
Similar historical periods found: 12
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       12       41.7%     -3.44%      0.24%      8.92%       -5.42%        5.91%    -12.05%     20.40%
 14 days       12       16.7%     -7.02%     -6.02%      7.48%      -10.77%       -1.27%    -17.47%      8.72%
 30 days       12       50.0%      3.28%     10.00%     26.21%       -6.66%       26.65%    -21.47%     67.16%
 90 days       12       83.3%     30.46%     32.46%     32.94%       11.52%       53.39%    -43.40%     69.67%
180 days       12       83.3%     53.30%     71.21%     86.84%       16.03%      126.38%    -66.40%    252.52%
365 days       10       80.0%    424.86%    332.30%    209.76%      182.25%      482.35%    -68.68%    545.77%


========================================================================================================================

Chart 7: BRK-B (R² = 0.9346)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $493.48 ($491.61,-0% - $563.69,+14%)
   +30d (1m): $540.85,+9.6% ($505.05,+2% - $579.17,+17%)
   +60d (2m): $555.67,+12.6% ($518.87,+5% - $595.08,+21%)
   +90d (3m): $570.90,+15.7% ($533.05,+8% - $611.42,+24%)
   +180d (6m): $619.13,+25.5% ($577.96,+17% - $663.23,+34%)
   +365d (1y): $731.46,+48.2% ($682.40,+38% - $784.04,+59%)
   +EOY (189d): $624.17,+26.5% ($582.65,+18% - $668.65,+35%)
   End-of-year outlook: 📈 Bullish Trend (+26.5%)
   Confidence: 93.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 15 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 189 days | EOY Target: $624.17 (+26.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.94%
Rounded target for matching: -4%
Similar historical periods found: 282
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      282       55.3%      0.20%      0.21%      3.45%       -0.20%        0.61%    -13.41%     18.94%
 14 days      282       55.0%      0.44%      0.61%      4.54%        0.08%        1.14%    -18.47%     16.39%
 30 days      282       66.0%      2.44%      2.48%      6.43%        1.73%        3.24%    -22.91%     21.03%
 90 days      280       72.5%      5.57%      5.69%     11.01%        4.40%        6.99%    -36.85%     52.60%
180 days      275       75.6%      7.88%      9.12%     16.47%        7.17%       11.08%    -39.24%     57.92%
365 days      274       84.3%     15.43%     19.54%     21.84%       16.94%       22.13%    -36.17%     94.01%


========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.61%
Rounded target for matching: 5%
Similar historical periods found: 299
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      299       54.8%      0.41%      0.75%      2.97%        0.41%        1.08%    -11.53%     12.62%
 14 days      299       63.9%      0.93%      1.35%      3.58%        0.94%        1.75%     -9.25%     15.29%
 30 days      299       68.9%      2.00%      2.22%      4.94%        1.66%        2.78%    -15.99%     19.95%
 90 days      297       78.8%      5.08%      6.43%     10.14%        5.27%        7.59%    -19.22%     54.28%
180 days      293       77.8%     13.37%     11.82%     14.77%       10.12%       13.51%    -41.28%     71.00%
365 days      288       88.2%     22.91%     25.93%     29.00%       22.57%       29.30%    -27.51%    138.95%


========================================================================================================================

Chart 8: JPM (R² = 0.9345)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $281.26 ($249.89,-11% - $311.64,+11%)
   +30d (1m): $291.50,+3.6% ($261.01,-7% - $325.55,+16%)
   +60d (2m): $304.48,+8.3% ($272.61,-3% - $340.08,+21%)
   +90d (3m): $318.05,+13.1% ($284.73,+1% - $355.27,+26%)
   +180d (6m): $362.49,+28.9% ($324.39,+15% - $405.05,+44%)
   +365d (1y): $474.28,+68.6% ($424.02,+51% - $530.50,+89%)
   +EOY (189d): $367.26,+30.6% ($328.65,+17% - $410.40,+46%)
   End-of-year outlook: 📈 Bullish Trend (+30.6%)
   Confidence: 93.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 20 periods in chart (90d ROC≈3%)
   📅 Days until EOY 2025: 189 days | EOY Target: $367.26 (+30.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 11.13%
Rounded target for matching: 11%
Similar historical periods found: 291
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      291       54.0%      0.28%      0.29%      4.34%       -0.21%        0.79%    -13.70%     18.10%
 14 days      291       54.3%      0.47%      0.47%      6.10%       -0.23%        1.17%    -17.72%     18.01%
 30 days      291       52.9%      0.48%      0.82%      9.06%       -0.23%        1.86%    -33.13%     28.46%
 90 days      290       64.1%      4.87%      5.98%     15.41%        4.20%        7.76%    -42.58%     79.37%
180 days      288       71.5%     12.30%     13.20%     22.41%       10.60%       15.80%    -45.00%    128.70%
365 days      278       71.6%     16.59%     23.32%     35.39%       19.14%       27.50%    -69.00%    221.25%


========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 2.74%
Rounded target for matching: 3%
Similar historical periods found: 273
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      273       59.3%      1.16%      0.61%      4.45%        0.08%        1.14%    -13.04%     13.40%
 14 days      273       60.4%      1.21%      1.03%      5.56%        0.36%        1.69%    -19.48%     18.09%
 30 days      273       59.3%      2.27%      2.19%      9.19%        1.10%        3.29%    -40.08%     43.90%
 90 days      268       64.9%      5.45%      5.99%     18.45%        3.77%        8.21%    -55.39%     74.42%
180 days      267       59.6%      6.48%      9.07%     24.24%        6.15%       12.00%    -48.93%     75.82%
365 days      265       68.3%     12.66%     16.70%     30.87%       12.96%       20.43%    -46.35%    109.77%


========================================================================================================================

Chart 9: IBM (R² = 0.9328)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $293.79 ($240.33,-18% - $304.28,+4%)
   +30d (1m): $283.14,-3.6% ($251.61,-14% - $318.62,+8%)
   +60d (2m): $296.45,+0.9% ($263.41,-10% - $333.64,+14%)
   +90d (3m): $310.39,+5.7% ($275.77,-6% - $349.36,+19%)
   +180d (6m): $356.28,+21.3% ($316.41,+8% - $401.16,+37%)
   +365d (1y): $473.00,+61.0% ($419.64,+43% - $533.15,+81%)
   +EOY (189d): $361.22,+23.0% ($320.79,+9% - $406.74,+38%)
   End-of-year outlook: 📈 Bullish Trend (+23.0%)
   Confidence: 93.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈16%)
   📅 Days until EOY 2025: 189 days | EOY Target: $361.22 (+23.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 17.89%
Rounded target for matching: 18%
Similar historical periods found: 102
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      102       52.0%      0.31%     -0.03%      3.88%       -0.79%        0.74%    -11.76%      8.42%
 14 days      102       56.9%      0.57%      0.12%      6.22%       -1.10%        1.34%    -16.21%     14.13%
 30 days      102       59.8%      1.06%     -0.67%      9.46%       -2.53%        1.19%    -30.97%     20.61%
 90 days       97       68.0%      5.15%      4.99%     13.32%        2.30%        7.67%    -31.10%     34.88%
180 days       95       77.9%     17.35%     15.29%     22.87%       10.63%       19.94%    -42.10%     66.58%
365 days       92       79.3%     23.81%     28.66%     36.68%       21.06%       36.26%    -50.67%    114.58%


========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 15.61%
Rounded target for matching: 16%
Similar historical periods found: 307
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      307       55.0%      0.69%      0.45%      3.73%        0.03%        0.87%     -9.89%     16.17%
 14 days      307       56.7%      0.65%      0.76%      5.00%        0.20%        1.32%    -13.46%     13.81%
 30 days      307       56.7%      0.92%      0.87%      7.59%        0.02%        1.73%    -26.90%     21.65%
 90 days      305       55.1%      1.32%      1.41%     13.78%       -0.14%        2.96%    -37.42%     43.50%
180 days      303       64.0%      5.94%      7.92%     22.73%        5.35%       10.48%    -46.55%     96.17%
365 days      303       67.3%     14.24%     21.66%     36.80%       17.50%       25.82%    -46.39%    118.93%


========================================================================================================================

Chart 10: LLY (R² = 0.9278)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $778.08 ($801.81,+3% - $1.3K,+73%)
   +30d (1m): $1.1K,+40.1% ($841.69,+8% - $1.4K,+81%)
   +60d (2m): $1.1K,+47.1% ($883.54,+14% - $1.5K,+90%)
   +90d (3m): $1.2K,+54.4% ($927.48,+19% - $1.6K,+100%)
   +180d (6m): $1.4K,+78.6% ($1.1K,+38% - $1.8K,+131%)
   +365d (1y): $1.9K,+141.0% ($1.4K,+86% - $2.4K,+212%)
   +EOY (189d): $1.4K,+81.2% ($1.1K,+40% - $1.8K,+135%)
   End-of-year outlook: 📈 Bullish Trend (+81.2%)
   Confidence: 92.8% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈-11%)
   📅 Days until EOY 2025: 189 days | EOY Target: $1.4K (+81.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 6.14%
Rounded target for matching: 6%
Similar historical periods found: 528
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      528       57.6%      0.83%      0.78%      3.95%        0.44%        1.12%    -10.79%     15.63%
 14 days      528       59.3%      1.34%      1.48%      5.54%        1.01%        1.95%    -15.00%     17.24%
 30 days      528       59.7%      2.10%      2.16%      8.06%        1.47%        2.85%    -16.74%     38.07%
 90 days      527       62.8%      4.16%      5.28%     13.66%        4.11%        6.45%    -34.60%     46.95%
180 days      526       66.3%      8.46%     11.42%     22.12%        9.53%       13.32%    -34.78%     79.65%
365 days      520       74.6%     19.98%     29.37%     43.17%       25.65%       33.09%    -42.94%    159.48%


========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.53%
Rounded target for matching: -11%
Similar historical periods found: 187
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      187       54.0%      0.71%      1.05%      4.95%        0.33%        1.76%    -12.01%     19.38%
 14 days      187       56.7%      0.98%      1.57%      6.50%        0.64%        2.51%    -22.39%     19.92%
 30 days      187       56.1%      1.02%      1.65%      9.38%        0.30%        3.00%    -24.27%     37.73%
 90 days      186       71.5%      5.06%      6.03%     13.60%        4.06%        7.99%    -22.96%     69.19%
180 days      181       62.4%      7.62%     11.16%     23.34%        7.73%       14.58%    -35.07%     92.03%
365 days      181       65.7%     15.02%     20.65%     41.28%       14.59%       26.70%    -31.83%    203.90%


========================================================================================================================

Chart 11: WMT (R² = 0.9277)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $98.00 ($90.42,-8% - $117.15,+20%)
   +30d (1m): $108.04,+10.2% ($94.90,-3% - $122.99,+25%)
   +60d (2m): $113.41,+15.7% ($99.61,+2% - $129.12,+32%)
   +90d (3m): $119.04,+21.5% ($104.55,+7% - $135.55,+38%)
   +180d (6m): $137.69,+40.5% ($120.88,+23% - $156.85,+60%)
   +365d (1y): $185.71,+89.5% ($162.84,+66% - $211.79,+116%)
   +EOY (189d): $139.71,+42.6% ($122.64,+25% - $159.16,+62%)
   End-of-year outlook: 📈 Bullish Trend (+42.6%)
   Confidence: 92.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈-5%)
   📅 Days until EOY 2025: 189 days | EOY Target: $139.71 (+42.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
WMT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.32%
Rounded target for matching: 1%
Similar historical periods found: 659
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      659       52.5%      0.28%      0.33%      4.39%       -0.00%        0.67%    -24.84%     22.01%
 14 days      659       53.6%      0.38%      0.65%      5.97%        0.19%        1.11%    -22.16%     28.42%
 30 days      659       61.8%      1.97%      2.20%      8.69%        1.53%        2.86%    -33.67%     39.44%
 90 days      658       64.4%      4.20%      6.07%     15.54%        4.88%        7.26%    -54.00%     99.51%
180 days      657       73.1%      9.17%     13.56%     23.58%       11.75%       15.36%    -43.84%    150.60%
365 days      647       75.9%     16.44%     34.14%     51.82%       30.14%       38.14%    -52.55%    340.98%


========================================================================================================================
WMT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.93%
Rounded target for matching: -5%
Similar historical periods found: 270
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      270       57.4%      0.71%      0.37%      4.34%       -0.15%        0.89%    -12.44%     12.96%
 14 days      270       65.2%      1.39%      1.28%      5.16%        0.66%        1.90%    -15.79%     21.52%
 30 days      270       67.0%      3.14%      2.63%      7.76%        1.70%        3.56%    -28.58%     40.28%
 90 days      269       76.6%      6.82%      6.12%     13.85%        4.46%        7.79%    -38.73%     54.87%
180 days      269       71.7%      9.34%     11.49%     20.78%        9.00%       13.99%    -26.95%    145.23%
365 days      269       72.5%     13.46%     24.49%     42.44%       19.39%       29.58%    -43.01%    267.73%


========================================================================================================================

Chart 12: RTX (R² = 0.9277)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 42 days):
   Current: $141.85 ($142.29,+0% - $151.01,+6%)
   +30d (1m): $166.06,+17.1% ($160.49,+13% - $171.82,+21%)
   +60d (2m): $188.13,+32.6% ($180.58,+27% - $196.00,+38%)
   +90d (3m): $213.13,+50.2% ($202.87,+43% - $223.90,+58%)
   +180d (6m): $309.88,+118.5% ($286.59,+102% - $335.05,+136%)
   +365d (1y): $668.85,+371.5% ($579.98,+309% - $771.32,+444%)
   +EOY (189d): $321.70,+126.8% ($296.62,+109% - $348.89,+146%)
   End-of-year outlook: 📈 Bullish Trend (+126.8%)
   Confidence: 92.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈13%)
   📅 Days until EOY 2025: 189 days | EOY Target: $321.70 (+126.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
RTX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 10.81%
Rounded target for matching: 11%
Similar historical periods found: 392
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      392       51.3%      0.16%      0.25%      4.23%       -0.17%        0.67%    -15.56%     22.22%
 14 days      392       50.3%      0.11%      0.20%      5.85%       -0.38%        0.78%    -21.09%     24.36%
 30 days      392       54.6%      0.84%      1.58%      8.72%        0.71%        2.45%    -18.70%     49.07%
 90 days      391       62.4%      5.60%      5.00%     17.54%        3.26%        6.75%    -41.56%     68.41%
180 days      389       61.7%      5.79%      9.54%     25.70%        6.98%       12.10%    -44.42%    119.25%
365 days      380       71.1%     12.37%     18.29%     36.82%       14.57%       22.00%    -58.30%    189.56%


========================================================================================================================
RTX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 13.03%
Rounded target for matching: 13%
Similar historical periods found: 365
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      365       51.8%      0.22%      0.19%      3.63%       -0.18%        0.57%    -10.56%     13.69%
 14 days      365       53.4%      0.34%      0.70%      5.32%        0.15%        1.25%    -28.28%     16.36%
 30 days      365       63.0%      1.98%      2.12%      8.25%        1.27%        2.97%    -42.62%     23.02%
 90 days      364       63.7%      4.52%      3.94%     16.19%        2.28%        5.61%    -44.02%     63.82%
180 days      364       65.9%      9.81%      8.23%     20.97%        6.06%       10.39%    -57.59%    102.80%
365 days      353       75.6%     15.77%     19.16%     31.27%       15.88%       22.43%    -56.64%    174.20%


========================================================================================================================

Chart 13: MRK (R² = 0.9263)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 252 days):
   Current: $80.32 ($69.81,-13% - $81.89,+2%)
   +30d (1m): $71.29,-11.2% ($65.81,-18% - $77.23,-4%)
   +60d (2m): $67.22,-16.3% ($62.03,-23% - $72.85,-9%)
   +90d (3m): $63.38,-21.1% ($58.47,-27% - $68.71,-14%)
   +180d (6m): $53.14,-33.8% ($48.95,-39% - $57.68,-28%)
   +365d (1y): $36.98,-54.0% ($33.93,-58% - $40.31,-50%)
   +EOY (189d): $52.21,-35.0% ($48.09,-40% - $56.68,-29%)
   End-of-year outlook: 📉 Bearish Trend (-35.0%)
   Confidence: 92.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 189 days | EOY Target: $52.21 (-35.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MRK - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 6.78%
Rounded target for matching: 7%
Similar historical periods found: 692
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      692       48.6%     -0.08%      0.01%      3.60%       -0.26%        0.28%    -16.16%     12.79%
 14 days      692       51.0%      0.17%      0.17%      4.91%       -0.19%        0.54%    -19.43%     15.37%
 30 days      692       56.1%      0.91%      0.90%      7.39%        0.34%        1.45%    -25.06%     21.67%
 90 days      688       64.0%      4.30%      4.59%     12.79%        3.63%        5.55%    -35.33%     53.35%
180 days      688       69.8%     11.13%     11.45%     20.16%        9.94%       12.96%    -41.37%     86.89%
365 days      685       74.0%     20.70%     25.49%     37.27%       22.70%       28.29%    -55.23%    163.74%


========================================================================================================================
MRK - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.49%
Rounded target for matching: -4%
Similar historical periods found: 375
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      375       54.9%      0.64%      0.46%      4.34%        0.02%        0.90%    -28.77%     14.56%
 14 days      375       60.8%      1.36%      0.79%      6.09%        0.17%        1.41%    -31.54%     15.28%
 30 days      375       58.7%      1.93%      1.69%      8.78%        0.80%        2.58%    -40.57%     20.07%
 90 days      374       64.2%      4.90%      5.01%     13.39%        3.65%        6.37%    -40.43%     31.14%
180 days      374       62.3%      8.33%      8.50%     20.12%        6.45%       10.54%    -35.95%     58.93%
365 days      374       71.7%     21.65%     20.63%     33.79%       17.19%       24.06%    -48.48%    128.95%


========================================================================================================================

Chart 14: COST (R² = 0.9225)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $1.0K ($991.65,-1% - $1.3K,+28%)
   +30d (1m): $1.2K,+17.6% ($1.0K,+4% - $1.3K,+34%)
   +60d (2m): $1.2K,+23.1% ($1.1K,+8% - $1.4K,+40%)
   +90d (3m): $1.3K,+28.9% ($1.1K,+14% - $1.5K,+46%)
   +180d (6m): $1.5K,+47.9% ($1.3K,+30% - $1.7K,+68%)
   +365d (1y): $2.0K,+96.1% ($1.7K,+72% - $2.2K,+123%)
   +EOY (189d): $1.5K,+49.9% ($1.3K,+32% - $1.7K,+70%)
   End-of-year outlook: 📈 Bullish Trend (+49.9%)
   Confidence: 92.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 189 days | EOY Target: $1.5K (+49.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.61%
Rounded target for matching: -1%
Similar historical periods found: 467
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      467       55.7%      0.71%      0.52%      4.72%        0.09%        0.94%    -32.81%     24.40%
 14 days      467       57.4%      1.34%      0.94%      6.77%        0.33%        1.56%    -35.01%     29.44%
 30 days      467       60.0%      2.24%      2.19%      9.99%        1.28%        3.10%    -36.92%     33.52%
 90 days      466       71.5%      8.35%      7.30%     15.38%        5.90%        8.70%    -42.70%     80.70%
180 days      455       77.4%     13.65%     13.78%     22.03%       11.75%       15.81%    -45.36%     75.07%
365 days      449       81.5%     25.68%     30.36%     39.01%       26.74%       33.98%    -51.26%    182.39%


========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -5.81%
Rounded target for matching: -6%
Similar historical periods found: 175
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      175       61.1%      1.16%      0.67%      4.87%       -0.06%        1.39%    -24.93%     17.36%
 14 days      175       59.4%      1.93%      1.06%      6.85%        0.04%        2.09%    -27.10%     19.15%
 30 days      175       64.6%      2.15%      2.51%      8.44%        1.25%        3.76%    -22.90%     29.13%
 90 days      174       73.6%      9.29%      9.08%     16.39%        6.63%       11.53%    -40.82%     55.11%
180 days      174       75.9%     12.71%     12.76%     20.64%        9.67%       15.85%    -31.01%     75.40%
365 days      174       83.9%     29.96%     29.83%     30.43%       25.27%       34.38%    -31.01%    112.02%


========================================================================================================================

Chart 15: GE (R² = 0.9089)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $248.75 ($202.10,-19% - $299.77,+21%)
   +30d (1m): $262.69,+5.6% ($215.66,-13% - $319.98,+29%)
   +60d (2m): $280.37,+12.7% ($230.13,-7% - $341.56,+37%)
   +90d (3m): $299.23,+20.3% ($245.57,-1% - $364.61,+47%)
   +180d (6m): $363.77,+46.2% ($298.35,+20% - $443.54,+78%)
   +365d (1y): $543.49,+118.5% ($444.97,+79% - $663.83,+167%)
   +EOY (189d): $370.95,+49.1% ($304.21,+22% - $452.32,+82%)
   End-of-year outlook: 📈 Bullish Trend (+49.1%)
   Confidence: 90.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈19%)
   📅 Days until EOY 2025: 189 days | EOY Target: $370.95 (+49.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 15.72%
Rounded target for matching: 16%
Similar historical periods found: 139
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      139       51.8%      0.39%     -0.00%      4.23%       -0.71%        0.71%    -12.52%      9.97%
 14 days      139       49.6%      0.00%      0.04%      6.74%       -1.09%        1.17%    -22.10%     28.27%
 30 days      139       46.8%     -0.79%     -0.07%     12.15%       -2.11%        1.97%    -49.60%     39.64%
 90 days      137       65.7%      5.73%      6.17%     17.12%        3.28%        9.07%    -45.85%     72.17%
180 days      135       68.1%     12.34%     13.05%     24.32%        8.91%       17.19%    -42.81%     82.12%
365 days      132       74.2%     19.91%     27.60%     47.14%       19.49%       35.72%    -50.70%    225.24%


========================================================================================================================
GE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 18.88%
Rounded target for matching: 19%
Similar historical periods found: 223
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      223       52.9%      0.24%      0.04%      3.81%       -0.46%        0.55%    -13.71%     14.73%
 14 days      223       48.4%     -0.11%     -0.20%      5.12%       -0.88%        0.48%    -18.88%     16.47%
 30 days      223       48.9%     -0.29%      0.10%      7.63%       -0.91%        1.11%    -26.81%     23.05%
 90 days      223       58.3%      2.65%      2.83%     13.41%        1.06%        4.60%    -30.96%     50.60%
180 days      217       63.1%      7.16%      8.55%     22.10%        5.60%       11.51%    -36.02%     89.77%
365 days      215       69.3%     11.23%     17.48%     37.78%       12.41%       22.56%    -58.84%    205.07%


========================================================================================================================

========================================================================================================================
🟢 TOP 4 STOCK INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    LLY              25.1%  0.927813     50.4%   $778.08            33.4%  1008d
2    TMUS             13.6%  0.936086     46.2%   $229.82            15.7%  504 d
3    ISRG             13.4%  0.853639     44.9%   $523.08            15.5%  504 d
4    COST             11.0%  0.922531     46.9%   $1.0K              12.4%  504 d

📊 DISPLAYING ALL 4 UNDERVALUED STOCK OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: LLY (Undervalued by 25.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $778.08 ($801.81,+3% - $1.3K,+73%)
   +30d (1m): $1.1K,+40.1% ($841.69,+8% - $1.4K,+81%)
   +60d (2m): $1.1K,+47.1% ($883.54,+14% - $1.5K,+90%)
   +90d (3m): $1.2K,+54.4% ($927.48,+19% - $1.6K,+100%)
   +180d (6m): $1.4K,+78.6% ($1.1K,+38% - $1.8K,+131%)
   +365d (1y): $1.9K,+141.0% ($1.4K,+86% - $2.4K,+212%)
   +EOY (189d): $1.4K,+81.2% ($1.1K,+40% - $1.8K,+135%)
   End-of-year outlook: 📈 Bullish Trend (+81.2%)
   Confidence: 92.8% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈-11%)
   📅 Days until EOY 2025: 189 days | EOY Target: $1.4K (+81.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 6.14%
Rounded target for matching: 6%
Similar historical periods found: 528
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      528       57.6%      0.83%      0.78%      3.95%        0.44%        1.12%    -10.79%     15.63%
 14 days      528       59.3%      1.34%      1.48%      5.54%        1.01%        1.95%    -15.00%     17.24%
 30 days      528       59.7%      2.10%      2.16%      8.06%        1.47%        2.85%    -16.74%     38.07%
 90 days      527       62.8%      4.16%      5.28%     13.66%        4.11%        6.45%    -34.60%     46.95%
180 days      526       66.3%      8.46%     11.42%     22.12%        9.53%       13.32%    -34.78%     79.65%
365 days      520       74.6%     19.98%     29.37%     43.17%       25.65%       33.09%    -42.94%    159.48%


========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.53%
Rounded target for matching: -11%
Similar historical periods found: 187
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      187       54.0%      0.71%      1.05%      4.95%        0.33%        1.76%    -12.01%     19.38%
 14 days      187       56.7%      0.98%      1.57%      6.50%        0.64%        2.51%    -22.39%     19.92%
 30 days      187       56.1%      1.02%      1.65%      9.38%        0.30%        3.00%    -24.27%     37.73%
 90 days      186       71.5%      5.06%      6.03%     13.60%        4.06%        7.99%    -22.96%     69.19%
180 days      181       62.4%      7.62%     11.16%     23.34%        7.73%       14.58%    -35.07%     92.03%
365 days      181       65.7%     15.02%     20.65%     41.28%       14.59%       26.70%    -31.83%    203.90%


========================================================================================================================

Chart 2: TMUS (Undervalued by 13.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $229.82 ($237.54,+3% - $297.77,+30%)
   +30d (1m): $278.25,+21.1% ($248.50,+8% - $311.57,+36%)
   +60d (2m): $291.12,+26.7% ($259.97,+13% - $326.01,+42%)
   +90d (3m): $304.59,+32.5% ($271.96,+18% - $341.12,+48%)
   +180d (6m): $348.83,+51.8% ($311.35,+35% - $390.81,+70%)
   +365d (1y): $460.99,+100.6% ($411.05,+79% - $517.00,+125%)
   +EOY (189d): $353.59,+53.9% ($315.59,+37% - $396.17,+72%)
   End-of-year outlook: 📈 Bullish Trend (+53.9%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-9%)
   📅 Days until EOY 2025: 189 days | EOY Target: $353.59 (+53.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -5.39%
Rounded target for matching: -5%
Similar historical periods found: 116
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      116       51.7%      0.18%      0.87%      5.23%       -0.09%        1.84%     -9.97%     24.78%
 14 days      116       54.3%      0.75%      1.13%      8.83%       -0.50%        2.75%    -39.96%     26.51%
 30 days      116       68.1%      3.85%      2.50%     12.95%        0.12%        4.88%    -44.69%     50.08%
 90 days      114       69.3%      7.04%      6.64%     19.75%        2.97%       10.30%    -51.55%     64.96%
180 days      112       75.9%     14.73%     15.99%     26.37%       11.05%       20.93%    -58.97%     97.34%
365 days      112       91.1%     38.43%     41.57%     41.44%       33.81%       49.33%    -63.84%    175.80%


========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -9.34%
Rounded target for matching: -9%
Similar historical periods found: 55
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       55       54.5%      0.46%      0.48%      7.36%       -1.51%        2.47%    -16.18%     22.52%
 14 days       55       63.6%      2.34%      2.60%      8.46%        0.31%        4.88%    -16.18%     25.87%
 30 days       55       60.0%      1.07%     -0.43%     12.67%       -3.85%        3.00%    -38.79%     25.17%
 90 days       55       76.4%      9.43%      9.09%     17.85%        4.26%       13.91%    -53.18%     48.55%
180 days       55       67.3%     21.13%     14.10%     31.47%        5.59%       22.60%    -48.98%     79.72%
365 days       55       78.2%     39.22%     36.43%     51.22%       22.58%       50.27%    -66.71%    122.02%


========================================================================================================================

Chart 3: ISRG (Undervalued by 13.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $523.08 ($507.13,-3% - $719.42,+38%)
   +30d (1m): $631.28,+20.7% ($529.95,+1% - $751.99,+44%)
   +60d (2m): $659.77,+26.1% ($553.78,+6% - $786.04,+50%)
   +90d (3m): $689.54,+31.8% ($578.68,+11% - $821.64,+57%)
   +180d (6m): $787.18,+50.5% ($660.25,+26% - $938.51,+79%)
   +365d (1y): $1.0K,+97.6% ($865.46,+65% - $1.2K,+136%)
   +EOY (189d): $797.67,+52.5% ($669.01,+28% - $951.08,+82%)
   End-of-year outlook: 📈 Bullish Trend (+52.5%)
   Confidence: 85.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-11%)
   📅 Days until EOY 2025: 189 days | EOY Target: $797.67 (+52.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ISRG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.50%
Rounded target for matching: -3%
Similar historical periods found: 170
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      170       62.4%      1.14%      1.26%      6.78%        0.24%        2.29%    -22.50%     44.90%
 14 days      170       58.2%      1.09%      1.58%     10.37%        0.01%        3.15%    -35.74%     55.49%
 30 days      170       63.5%      3.59%      3.52%     13.46%        1.49%        5.56%    -36.53%     54.81%
 90 days      169       67.5%     10.14%     11.19%     22.96%        7.70%       14.67%    -43.95%     88.81%
180 days      167       72.5%     23.81%     24.56%     44.30%       17.79%       31.33%    -67.31%    207.10%
365 days      161       77.0%     36.84%     46.62%     64.50%       36.58%       56.66%    -35.39%    441.10%


========================================================================================================================
ISRG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.28%
Rounded target for matching: -11%
Similar historical periods found: 62
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       62       48.4%     -0.08%      1.84%     13.47%       -1.58%        5.26%    -21.00%     67.44%
 14 days       62       50.0%     -0.40%      0.89%     17.66%       -3.60%        5.37%    -30.21%     86.67%
 30 days       62       53.2%      2.27%      1.11%     24.38%       -5.08%        7.30%    -48.56%    114.26%
 90 days       61       59.0%      5.76%      4.83%     26.32%       -1.91%       11.57%    -59.81%     61.86%
180 days       61       67.2%     10.47%     15.13%     38.38%        5.30%       24.96%    -67.37%    185.29%
365 days       61       78.7%     38.91%     55.45%     75.58%       36.09%       74.81%    -28.69%    454.59%


========================================================================================================================

Chart 4: COST (Undervalued by 11.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $1.0K ($991.65,-1% - $1.3K,+28%)
   +30d (1m): $1.2K,+17.6% ($1.0K,+4% - $1.3K,+34%)
   +60d (2m): $1.2K,+23.1% ($1.1K,+8% - $1.4K,+40%)
   +90d (3m): $1.3K,+28.9% ($1.1K,+14% - $1.5K,+46%)
   +180d (6m): $1.5K,+47.9% ($1.3K,+30% - $1.7K,+68%)
   +365d (1y): $2.0K,+96.1% ($1.7K,+72% - $2.2K,+123%)
   +EOY (189d): $1.5K,+49.9% ($1.3K,+32% - $1.7K,+70%)
   End-of-year outlook: 📈 Bullish Trend (+49.9%)
   Confidence: 92.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 189 days | EOY Target: $1.5K (+49.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.61%
Rounded target for matching: -1%
Similar historical periods found: 467
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      467       55.7%      0.71%      0.52%      4.72%        0.09%        0.94%    -32.81%     24.40%
 14 days      467       57.4%      1.34%      0.94%      6.77%        0.33%        1.56%    -35.01%     29.44%
 30 days      467       60.0%      2.24%      2.19%      9.99%        1.28%        3.10%    -36.92%     33.52%
 90 days      466       71.5%      8.35%      7.30%     15.38%        5.90%        8.70%    -42.70%     80.70%
180 days      455       77.4%     13.65%     13.78%     22.03%       11.75%       15.81%    -45.36%     75.07%
365 days      449       81.5%     25.68%     30.36%     39.01%       26.74%       33.98%    -51.26%    182.39%


========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -5.81%
Rounded target for matching: -6%
Similar historical periods found: 175
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      175       61.1%      1.16%      0.67%      4.87%       -0.06%        1.39%    -24.93%     17.36%
 14 days      175       59.4%      1.93%      1.06%      6.85%        0.04%        2.09%    -27.10%     19.15%
 30 days      175       64.6%      2.15%      2.51%      8.44%        1.25%        3.76%    -22.90%     29.13%
 90 days      174       73.6%      9.29%      9.08%     16.39%        6.63%       11.53%    -40.82%     55.11%
180 days      174       75.9%     12.71%     12.76%     20.64%        9.67%       15.85%    -31.01%     75.40%
365 days      174       83.9%     29.96%     29.83%     30.43%       25.27%       34.38%    -31.01%    112.02%


========================================================================================================================

========================================================================================================================
🔴 TOP 3 STOCK INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    INTC             31.5%  0.750155    -45.2%   $22.55             23.9%  378 d
2    UNH              17.1%  0.814737    -95.5%   $305.62            14.6%  63  d
3    NFLX             11.3%  0.945242     76.0%   $1.3K              10.1%  504 d

📊 DISPLAYING ALL 3 OVERVALUED STOCK WARNING CHARTS:
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Chart 1: INTC (Overvalued by 31.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $22.55 ($12.74,-43% - $23.08,+2%)
   +30d (1m): $15.96,-29.2% ($11.86,-47% - $21.50,-5%)
   +60d (2m): $14.86,-34.1% ($11.03,-51% - $20.02,-11%)
   +90d (3m): $13.83,-38.7% ($10.26,-54% - $18.65,-17%)
   +180d (6m): $11.16,-50.5% ($8.26,-63% - $15.07,-33%)
   +365d (1y): $7.18,-68.2% ($5.29,-77% - $9.74,-57%)
   +EOY (189d): $10.92,-51.6% ($8.09,-64% - $14.75,-35%)
   End-of-year outlook: 📉 Bearish Trend (-51.6%)
   Confidence: 75.0% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 189 days | EOY Target: $10.92 (-51.6%)
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🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
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INTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
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Current 30-day ROC: 5.28%
Rounded target for matching: 5%
Similar historical periods found: 394
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
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Forward Returns Summary:
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Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
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  7 days      394       51.0%      0.06%     -0.24%      6.16%       -0.85%        0.37%    -50.46%     16.47%
 14 days      394       49.2%     -0.17%     -0.21%      7.44%       -0.94%        0.53%    -27.75%     31.76%
 30 days      394       51.0%      0.28%     -0.08%     12.82%       -1.35%        1.19%    -46.08%     79.41%
 90 days      393       57.8%      4.19%      8.37%     25.74%        5.81%       10.92%    -57.05%    112.94%
180 days      390       62.1%      6.46%     12.79%     35.04%        9.30%       16.27%    -60.20%    154.12%
365 days      385       63.6%     16.39%     24.62%     55.49%       19.06%       30.18%    -66.87%    250.52%


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INTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
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Current 90-day ROC: 0.31%
Rounded target for matching: 0%
Similar historical periods found: 193
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
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Forward Returns Summary:
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Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
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  7 days      193       54.9%      0.61%      0.51%      5.45%       -0.26%        1.28%    -15.79%     22.03%
 14 days      193       50.3%      0.04%      0.63%      7.61%       -0.45%        1.71%    -24.12%     28.12%
 30 days      193       47.2%     -0.70%      0.63%     11.64%       -1.03%        2.28%    -34.71%     36.32%
 90 days      191       56.0%      2.00%      3.68%     22.37%        0.48%        6.87%    -51.59%     75.63%
180 days      188       67.0%     12.44%     14.82%     33.24%       10.04%       19.60%    -54.56%    116.97%
365 days      188       66.0%     19.60%     29.92%     51.49%       22.51%       37.32%    -55.25%    229.29%


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Chart 2: UNH (Overvalued by 17.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 63 days):
   Current: $305.62 ($209.41,-31% - $325.53,+7%)
   +30d (1m): $180.29,-41.0% ($142.68,-53% - $227.80,-25%)
   +60d (2m): $124.49,-59.3% ($96.52,-68% - $160.56,-47%)
   +90d (3m): $85.96,-71.9% ($64.93,-79% - $113.81,-63%)
   +180d (6m): $28.30,-90.7% ($19.35,-94% - $41.39,-86%)
   +365d (1y): $2.88,-99.1% ($1.54,-99% - $5.39,-98%)
   +EOY (189d): $25.33,-91.7% ($17.13,-94% - $37.45,-88%)
   End-of-year outlook: 📉 Bearish Trend (-91.7%)
   Confidence: 81.5% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 189 days | EOY Target: $25.33 (-91.7%)
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🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
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UNH - FORWARD RETURNS ANALYSIS (ROC 30-day window)
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Current 30-day ROC: -19.14%
Rounded target for matching: -19%
Similar historical periods found: 44
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
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Forward Returns Summary:
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Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
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  7 days       44       50.0%      0.75%      0.21%     11.86%       -3.39%        3.82%    -30.82%     24.19%
 14 days       44       65.9%      3.19%      4.16%     12.37%        0.40%        7.92%    -16.22%     33.87%
 30 days       44       63.6%      5.82%      7.32%     18.58%        1.67%       12.96%    -26.76%     60.00%
 90 days       44       65.9%     11.55%     14.32%     32.70%        4.38%       24.26%    -43.77%    126.67%
180 days       43       65.1%     17.74%     24.19%     52.38%        8.07%       40.31%    -54.57%    180.00%
365 days       43       74.4%     14.52%     48.03%     96.46%       18.34%       77.71%    -55.42%    393.71%


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UNH - FORWARD RETURNS ANALYSIS (ROC 90-day window)
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Current 90-day ROC: -41.39%
Rounded target for matching: -41%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
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Forward Returns Summary:
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Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
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  7 days       14       50.0%      0.76%      3.68%     12.78%       -3.71%       11.06%    -18.75%     33.84%
 14 days       14       50.0%      3.89%      4.58%     18.66%       -6.20%       15.35%    -28.12%     37.85%
 30 days       14       71.4%     13.09%     10.99%     16.24%        1.61%       20.37%    -21.88%     31.93%
 90 days       14       78.6%     22.85%     17.96%     19.31%        6.81%       29.11%    -16.59%     46.57%
180 days       14       71.4%     42.26%     31.85%     45.13%        5.80%       57.91%    -30.30%    114.45%
365 days       14       71.4%     39.25%     39.23%     57.65%        5.95%       72.52%    -45.45%    179.78%


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Chart 3: NFLX (Overvalued by 11.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $1.3K ($984.58,-23% - $1.3K,+5%)
   +30d (1m): $1.2K,-3.9% ($1.1K,-18% - $1.4K,+12%)
   +60d (2m): $1.3K,+2.8% ($1.1K,-12% - $1.5K,+20%)
   +90d (3m): $1.4K,+10.0% ($1.2K,-6% - $1.6K,+28%)
   +180d (6m): $1.7K,+34.6% ($1.5K,+15% - $2.0K,+57%)
   +365d (1y): $2.6K,+103.9% ($2.2K,+74% - $3.1K,+139%)
   +EOY (189d): $1.8K,+37.4% ($1.5K,+18% - $2.1K,+61%)
   End-of-year outlook: 📈 Bullish Trend (+37.4%)
   Confidence: 94.5% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈25%)
   📅 Days until EOY 2025: 189 days | EOY Target: $1.8K (+37.4%)
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🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
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NFLX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
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Current 30-day ROC: 12.18%
Rounded target for matching: 12%
Similar historical periods found: 124
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
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Forward Returns Summary:
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Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
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  7 days      124       54.0%      0.43%      0.54%      8.60%       -0.99%        2.06%    -43.73%     22.96%
 14 days      124       53.2%      0.86%      0.76%     10.32%       -1.08%        2.59%    -44.81%     27.30%
 30 days      124       60.5%      5.81%      5.43%     18.08%        2.22%        8.65%    -36.77%     99.21%
 90 days      124       66.1%     16.57%     13.52%     40.27%        6.36%       20.68%    -68.47%    167.86%
180 days      119       72.3%     35.43%     38.25%     73.50%       24.91%       51.59%    -71.56%    339.28%
365 days      113       70.8%     59.82%     83.16%    127.68%       59.36%      106.96%    -76.59%    636.27%


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NFLX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
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Current 90-day ROC: 24.51%
Rounded target for matching: 25%
Similar historical periods found: 60
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
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Forward Returns Summary:
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Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
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  7 days       60       58.3%      1.67%      1.87%      9.08%       -0.47%        4.22%    -15.00%     29.17%
 14 days       60       56.7%      2.86%      3.75%     12.36%        0.56%        6.94%    -20.20%     34.29%
 30 days       60       55.0%      2.81%      6.52%     17.91%        1.89%       11.14%    -24.33%     57.66%
 90 days       58       69.0%     14.15%     13.04%     40.67%        2.35%       23.74%    -74.83%    108.38%
180 days       58       55.2%     14.90%     24.24%     75.10%        4.50%       43.99%    -71.63%    225.82%
365 days       56       57.1%     41.77%     66.61%    131.39%       31.42%      101.79%    -76.24%    411.43%


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STOCK STATISTICS:
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Total stock instruments analyzed: 62
Average R-squared: 0.8200
Best R-squared: 0.962116
Average annual growth: 201.7%

Valuation breakdown:
  🟡 FAIR_VALUE: 45 (72.6%) - Hold/Monitor
  🟢 UNDERVALUED: 4 (6.5%) - Buy Opportunities
  🔴 OVERVALUED: 3 (4.8%) - Sell Warnings

Optimal window distribution:
  21 days (~1m): 9 instruments (14.5%)
  42 days (~2m): 7 instruments (11.3%)
  63 days (~3m): 2 instruments (3.2%)
  84 days (~4m): 2 instruments (3.2%)
  126 days (~6m): 3 instruments (4.8%)

📊 STOCK TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 4
  🔴 High-quality overvalued warnings: 3
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued stocks with strong trends
  ⚠️  Consider reducing overvalued stock positions

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🎯 BEST INVESTMENT OPPORTUNITIES BY ASSET CLASS
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🟢 TOP 8 CRYPTO OPPORTUNITIES
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Rank Symbol          Under%   R²         Growth%      Score    Price          
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1    IMX-USD          63.8%  0.801302   -100.0%     70.3  $0.004143      
2    HYPE-USD         41.2%  0.831823    -97.1%     58.0  $0.000005      
3    FTN-USD          11.4%  0.989422    135.8%     46.4  $4.44          
4    TBTC-USD         12.8%  0.932135    103.4%     45.0  $102.8K        
5    BTC-USD          11.6%  0.935857    103.3%     44.4  $105.6K        
6    LEO-USD          10.9%  0.890784     74.4%     42.2  $9.13          
7    BGB-USD          10.3%  0.889489    246.7%     41.7  $4.21          
8    PYTH-USD         13.3%  0.806287    -91.4%     40.2  $0.085354      

🔍 CURRENCY: No high-quality undervalued opportunities found

🟢 TOP 2 FUTURES OPPORTUNITIES
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Rank Symbol          Under%   R²         Growth%      Score    Price          
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1    CC=F             29.4%  0.882515     86.2%     52.9  $8.8K          
2    KC=F             22.1%  0.930362     69.9%     50.5  $312.80        

🟢 TOP 1 INDICES OPPORTUNITIES
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Rank Symbol          Under%   R²         Growth%      Score    Price          
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1    IMOEX.ME         10.8%  0.863544     33.9%     41.0  3.2K           

🟢 TOP 4 STOCK OPPORTUNITIES
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Rank Symbol          Under%   R²         Growth%      Score    Price          
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1    LLY              25.1%  0.927813     50.4%     52.1  $778.08        
2    TMUS             13.6%  0.936086     46.2%     45.6  $229.82        
3    COST             11.0%  0.922531     46.9%     43.5  $1.0K          
4    ISRG             13.4%  0.853639     44.9%     42.2  $523.08        

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📊 OVERALL PORTFOLIO SUMMARY
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Total instruments analyzed: 217
Average trend reliability (R²): 0.7802
Best trend reliability: 0.989422

Asset distribution:
  Crypto: 96 instruments (44.2%) - Avg Growth: 592476.8%
  Stock: 62 instruments (28.6%) - Avg Growth: 201.7%
  Futures: 29 instruments (13.4%) - Avg Growth: 55.8%
  Indices: 22 instruments (10.1%) - Avg Growth: 56.4%
  Currency: 8 instruments (3.7%) - Avg Growth: 0.0%

Overall valuation summary:
  🟡 Fair Value: 125 (57.6%) - Hold/Monitor
  🟢 Undervalued: 21 (9.7%) - Buy Opportunities
  🔴 Overvalued: 17 (7.8%) - Sell Warnings

📊 Total charts displayed: UP TO 225 (ALL available per section per asset class)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale with Forward Returns Analysis
🔮 New Feature: Historical pattern-based forward returns predictions

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✅ COMPREHENSIVE ANALYSIS WITH FORWARD RETURNS COMPLETE
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🎉 Enhanced analysis completed successfully!
Results stored in 'results' variable with 217 instrument analyses
📊 Charts displayed for ALL available instruments per section per asset class
💡 Total sections analyzed: Best Trends + Undervalued + Overvalued
📈 Chart type: Linear Regression on Log Scale with straight trend lines
🔮 Forward Returns: Traditional round half up ROC matching:
   • 2.5% ROC → finds all historical ~3% periods
   • 5.25% ROC → finds all historical ~5% periods
   • 9.23% ROC → finds all historical ~9% periods
   • -3.67% ROC → finds all historical ~-4% periods
🎯 Historical matches shown as green vertical lines on charts (90-day ROC)
💱 Currency pairs analyzed: EURUSD, USDJPY, GBPUSD, DXY, etc.
📊 Global indices analyzed: S&P 500, FTSE 100, DAX, Nikkei 225, etc.

🛠️  CUSTOM ANALYSIS EXAMPLES:
# Standard round half up analysis:
run_custom_forward_analysis(df, 'BTC-USD', rolling_window=30)
run_custom_forward_analysis(df, 'EURUSD=X', rolling_window=30)
run_custom_forward_analysis(df, '^GSPC', rolling_window=30)  # S&P 500

# Higher precision (round to 0.5%):
run_custom_forward_analysis(df, 'AAPL', tolerance_type='round_to_half')
run_custom_forward_analysis(df, '^FTSE', tolerance_type='round_to_half')  # FTSE 100

# Ultra precision (round to 0.25%):
run_custom_forward_analysis(df, 'NVDA', tolerance_type='round_to_quarter')
run_custom_forward_analysis(df, '^N225', tolerance_type='round_to_quarter')  # Nikkei

# Seasonal analysis (Q2 only):
run_custom_forward_analysis(df, 'ES=F', quarter=[2])
run_custom_forward_analysis(df, '^DJI', quarter=[2])  # Dow Jones

# Cycle analysis (Year 1 of 4-year cycles):
run_custom_forward_analysis(df, 'DX-Y.NYB', cycle_year=['Year1'])
run_custom_forward_analysis(df, '^GDAXI', cycle_year=['Year1'])  # DAX
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